{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据读取及基本处理\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "\n",
    "#plotting\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "#setting params\n",
    "params = {'legend.fontsize':'x-large','figure.figsize':(30,10),\n",
    "          'axes.labelsize':'x-large','axes.titlesize':'x-large',\n",
    "         'xtick.labelsize':'x-large','ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "#pandas display data frams as tables \n",
    "from IPython.display import display,HTML\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpath = \"C:/\"\n",
    "#读取数据\n",
    "train  = pd.read_csv(dpath +\"day.csv\")\n",
    "train.head()\n",
    "#print(\"train:\"+str(train.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###1.离散特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和次数:\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和次数:\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和次数:\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和次数:\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "categorical_features = ['season','mnth','weathersit','weekday']\n",
    "for col in categorical_features:\n",
    "    print(\"\\n%s属性的不同取值和次数:\" % col)\n",
    "    print (train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###2. 数值特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000018A5C322108>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000018A5C1A9E48>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000018A591FFFC8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000018A591BC508>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对数值型特征，直方图\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###3.特征与目标之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18a5df1f988>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###3.1每年骑行量的分布\n",
    "sn.violinplot(data=train[['yr','cnt']],x='yr',y='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly distribution of counts')]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['data'] = pd.to_datetime(train['dteday']) \n",
    "train['dayofyear'] = train['data'].dt.dayofyear#减今年的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear','cnt','yr']],\n",
    "            x='dayofyear',y='cnt',\n",
    "            hue='yr',ax=ax)\n",
    "ax.set(title='dayly distribution of counts')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###3.3季节与骑行量的关系\n",
    "violiplot得到详细分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18a606ffe48>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABwkAAAJuCAYAAABLxD1YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3Rc9Z3//+edrt57tWRb7jY2xkAcYgghwSR0QklCfiEhCYezm7Kbs8nmsN8sYRMIxZhmDLgEG5eYuFBswAUXcMFyExZxtywX2ZJsSVYfTfn9Ic8gYclFbaTR63GOj+7cez/38z5wpJm57/t+fwyv1+tFRERERERERERERERERPoNU6ADEBEREREREREREREREZGepSShiIiIiIiIiIiIiIiISD+jJKGIiIiIiIiIiIiIiIhIP6MkoYiIiIiIiIiIiIiIiEg/oyShiIiIiIiIiIiIiIiISD9jCXQA0n22bdsGgNlsDnAkIiIiIiIiIiIiIiIi0pPcbjcA48aNa/O4KglFRERERERERERERERE+hlVEgYxXwXhmDFjAhyJiIiIiIiIiIiIiIiI9KSdO3de8LgqCUVERERERERERERERET6GSUJRURERERERERERERERPoZJQlFRERERERERERERERE+pk+tSbh4cOHue222xg/fjwzZsxo97zS0lJeeeUV1q9fT2lpKVFRUYwZM4aHHnqIcePGXXCO5cuX89Zbb/Gvf/0Lj8dDeno6kydP5qGHHsLhcPSqOUVEREREREREREREREQ6wvB6vd5AB3EpampqePDBByksLGTixIntJgmPHj3KfffdR3l5OQARERHU1tbi8XgwmUw89thjPPDAA22Ofeqpp5g5cyYAVqsVq9VKXV0dAIMHD2bOnDlER0f3ijkvhW9ByjFjxnRovIiIiIiIiIiIiIiIiPRNF8sT9Yl2o5WVlfz85z+nsLDwgue5XC5+/vOfU15ezujRo/nggw/Iz89n48aN3HvvvXg8Hp544gl27dp13th33nmHmTNnYjabeeyxx9i+fTs7duxgxowZJCQksG/fPn7/+9/3ijlFREREREREREREREREOqPXJwl37NjBnXfeybZt2y567rvvvsuhQ4eIiIhg+vTpDBgwAICYmBgef/xxbrjhBtxuN1OnTm01zu1289JLLwHw8MMP88Mf/hCbzQbAxIkTmTZtGoZh8PHHH7N9+/aAzykiIiIiIiIiIiIiIiLSGb02SVhTU8Pvfvc77r//fo4fP05WVhbjx4+/4JgFCxYAcPvttxMTE3Pe8V/+8pcAbNy4kdLSUv/+jRs3cuTIEUwmEz/+8Y/PGzdy5EgmTpwIwNKlSwM+p4iIiIiIiIiIiIiIiEhn9Nok4dGjR3nnnXcAuPfee1m8eDHp6entnl9XV0dBQQEA11xzTZvnjBw5koiICLxeL5988ol//5YtWwAYMmQIsbGxbY699tprAVqNC8ScIiIiIiIiIiIiIiIiIp3Va5OEhmFwww03sHjxYh5//HHCw8MveP7hw4fxeDwA5OTktHmOyWQiMzMTgP379/v3Hzhw4ILjALKzswE4fvw4dXV1AZtTREREREREREREREREpLN6bZJwyJAhTJs2jWHDhl3S+S1beSYnJ7d7XmJiIgBlZWXnjU1KSrrouJZjAzGniIiIiIiIiIiIiIiISGdZAh1AV6mpqfFvOxyOds/zHWt5fm1tLQAhISHtjmt5zDc2EHNeLrfbzd69ezs0VkRERERERERERERERPomt9uN2Wxu93ivrSS8XG63GwCr1YphGO2eZ7PZWp0P4HK5/GMvNq7l2EDMKSIiIiIiIiIiIiIiItJZQVNJaLfbAWhqasLr9babtHM6nUDr5Jyv0q+pqand6/vGtRwbiDkvl9lsJi8vr0NjRUREREREREREREREpG/auXPnBY8HTSVhWFiYf7uxsbHd8xoaGgAIDw8/b6zvWFvq6+v9276xgZhTREREREREREREREREpLOCJkmYkpLi3y4tLW33vFOnTgGQmJjo35ecnHzJ4wzDID4+PmBzioiIiIiIiIiIiIiIiHRW0CQJs7OzsViau6cePny4zXM8Hg/FxcUADBw40L/ft11UVNTu9Y8cOQJAWloaISEhAZtTREREREREREREREREpLOCJklotVq54oorANi8eXOb53z++efU1NQAcOWVV/r3X3XVVQB88cUXnD17ts2xGzdubHVuoOYUERERERERERERERER6aygSRICTJ48GYB//vOfnDlz5rzjr776KgDXXXcd6enp/v3jx48nISEBl8vFzJkzzxu3e/duPvnkEwDuu+++gM8pIiIiIiIiIiIiIiIi0hlBlSS8++67ycrKoqqqioceeog9e/YAUFVVxf/8z/+wZs0aLBYLjz76aKtxZrOZX//61wBMnz6d1157jcbGRgA2bdrEI488gtfrZdKkSYwePTrgc4qIiIiIiIiIiIiIiIh0huH1er2BDuJS/f73v2fJkiVMnDiRGTNmtHnOnj17+PGPf0xlZSUAERER1NbW4vF4AHjiiSe45557zhvn9Xp57LHHWLRoEdDcStRqtVJXVwfA4MGDmTdvHhEREb1izkuxc+dOAMaMGdOh8SIiIiIiIiIiIiIiItI3XSxPZP7Tn/70px6Mp1NWrVrFnj17yMzM5LbbbmvznPj4eG677TacTidnzpyhqqqKsLAwJkyYwOOPP863v/3tNscZhsENN9xAbm4uFRUVVFZW4nQ6yczM5L777uMvf/lLu8m6QMx5KU6ePAlAcnJyh68hIiIiIiIiIiIiIhII9fX1HD9+nNDQUMxmc6DDEelzLpYn6lOVhHJ5VEkoIiIiIiIiIh3l9XopLS3FbDYTHx8f6HBERKSfcTqd/O///i+1tbUkJCTwhz/8AZMpqFZQE+l2F8sTWXoyGBERERERERER6RvWrl3LsmXLAPjRj37EuHHjAhyRiIj0J2fOnKG2thaAsrIynE4nDocjwFGJBBel3UVERERERERE5DxHjhxpc1tERKQnOJ3OVq8bGxsDFIlI8FKSUEREREREREREztPQ0NDmtoiISE/46nuP3otEup6ShCIiIiIiIiIicp6WN2NVvSEiIj3tq5WEX30tIp2nJKGIiIiIiIiIiJxHlYQiIhJIqiQU6X5KEoqIiIiIiIiIyHnq6+v923V1dQGMRERE+iMlCUW6n5KEIiIiIiIiIiLSitfrpba21v9aSUIREelpX33v0XuRSNdTklBEREREpJfyeDy4XC48Hk+gQxERkX6msbERl8vlf11TUxPAaEREpD9q+bAKKEko0h0sgQ5ARERERETOV1FRwZQpUzh79izx8fH8x3/8ByEhIYEOS0RE+omv3pj1JQ0tFt1KEhGRnqFKQpHup0pCEREREZFeaN++fZw9exaA8vJyiouLAxyRiIj0J21VDqqaUEREetJXk4JffYBFRDpPSUIRERERkV6ovr6+1Ws9NSsiIj2pqqrqkvaJiIh0l+rq6gu+FpHOU5JQRERERKQXUmsdEREJpMrKSgBsMQ5MNnOrfSIiIj3B11kl1mFv9VpEuo6ShCIiIiIivZAqCUVEJJB8CUFrmB1LmK3VPhERke7m8Xj8ScHU8HBASUKR7qAkoYiIiIhIL6RKQhERCSRfa1FLuA1ruJKEIiLSs+rq6vB4PACkhYcBzUlCr9cbyLBEgo6ShCIiIiIivdBX19uoqakJUCQiItIflZeXA2ANt2GNaG7zdubMmUCGJCIi/UjLqsGUc0lCt9tNbW1toEISCUpKEoqIiIiI9EK+JKHJaP1aRESkJ5SVlQFgiwnBFu0AoLS0NJAhiYhIP3L69GkArCYTqWFh/v16YEWkaylJKCIiIiLSC/mSgknnqje0/oaIiPSUmpoaf5trW7TDnyQsLy/3t34TERHpTr4kYYzDTqjVisNsbrVfRLqGkoQiIiIiIr1MyzY6SRHN60Cp3aiIiPQUXxUh+JKEIQA0NTVpXUIREekRvrbXsQ5Hq5++/SLSNZQkFBERERHpZaqrq/F6vQCkRNr9+9xudyDDEhGRfuLUqVMAmEOtmG0WbJF2f//rkydPBjI0ERHpJ3wVg/4kYYij1X4R6RpKEoqIiIiI9DIVFRX+7ayY5i/DXq9X1RsiItIjjh49CoAjPhQAw2zCHtNcTXjs2LGAxSUiIv2Hr2IwxmFv9VOVhCJdS0lCEREREZFe5syZMwCEWk3EhVn9+1smD0VERLqLP0mYEO7f50gIA5QkFBGR7ud0Ov3JwISQkFY/S0pK/F1XRKTzlCQUEREREellfMnAqBArVrOJcLsZ+DJ5KCIi0l3cbjcnTpwAwJEY5t/v2/YlEEVERLrLyZMn/YnA5LCwVj9ra2s5e/ZswGITCTZKEoqIiIiI9DK+ZGBUiKX5p8PSar+IiEh3KSkpweVyARCS8GWS0LddUVFBdXV1QGITEZH+wfewSrjVSritubNKQmiIP5nhOy4inackoYiIiIhIL1NWVgZAXGjzF+LYcz99+0VERLrLgQMHALCEWbGE2/z77fFhGGYDgIMHDwYkNhER6R98ScDksFD/PqvJRHxoSKvjItJ5ShKKiIiIiPQyp06dAiD+3HqE8edu0paWlgYsJhER6R/2798PQFh6FIZh+PebLCZCUiIA2LdvX0BiExGR/uH48eNA6yRhy9e+4yLSeUoSioiIiIj0IvX19f41NnzJwYRzycJTp07h8XgCFpuIiAQ3t9vtryQMTY8673jYuX1KEoqISHdxuVwUFxcDkBYe3uqY7/Xhw4d7PC6RYKUkoYiIiIhIL+KrIoQWlYRhzclCp9NJVVVVQOISEZHgd/ToURobGwEIS48873hYWvO+8vJyKioqejQ2ERHpH44dO0ZTUxMA2VGt34uyI5tfV1RU6H1IpIsoSSgiIiIi0ouUlJQAEG43E2I1AxAbZsVktD4uIiLS1QoLCwGwRTuwhtvPO+5IDMdkN7c6V0REpCsdOnQIgFiHnQibrdWx5PAwbGZTq/NEpHOUJBQRERER6UWOHj0KQErklzdnLSaDhHOtR33HRUREupLX62XHjh0AROTGtnmOYTKIGBAD4D9XRESkKx08eBCArMjzK9rNhkFGRESr80Skc5QkFBERERHpRY4dOwa0ThICpEY1v1aSUEREusOxY8coLy8HIHJgXLvn+Y4dOnRILbBFRKRLeTwe/3qD2W0kCVvuV5JQpGsoSSgiIiIi0ku4XC6OHz8OQOpXk4SRShKKiEj32blzJ9DcatQeF9rueWHpUZjsZrxeL7t27eqp8EREpB84fPgwdXV1AORER7V5Tu65/adOnfI/3CIiHackoYiIiIhIL1FSUoLb7Qa+rBz08b2uqqpS5YaIiHQpj8fD9u3bgeZKQcMw2j3XMJuIyGluR5qfn98j8YmISP+we/duAJLDQolxnL82LkB6RDhhVmur80Wk45QkFBERERHpJXwtcyIdZiLs5lbHkiLsWEzNN20PHTrU47GJiEjw2r17NxUVFQBE5sVf9PzoIQkAFBcXU1xc3K2xiYhI/+D1ev1JvyGxMe2eZzIM/3ElCUU6T0lCEREREZFe4sCBAwBkx4acV8VhMRlkxDhanSciItIVNmzYAEBYZjT26JCLnh+SEuFvSbp+/fpujU1ERPqH0tJSysrKABgaF3vBc4eeSxIeOnSI2trabo9NJJgpSSgiIiIi0gt4PB5/JeGA2LZv0Gaf279///4ei0tERIJbSUmJ/30ldlTSJY0xDIPYUckA7Nixg+rq6m6LT0RE+oeCggIAIm02UsPCLnhuTnQUVpMJj8dDYWFhT4QnErSUJBQRERER6QWOHz9OfX098GUy8KuyY5srCUtLSzl79myPxSYiIsHLVwloi3IQlhl9yeMiB8djtltwu918+umn3RWeiIj0A16vl88++wyA4fGxF1wbF8BmNpN3rprQN05EOkZJQhERERGRXmDPnj0ARDksxIRa2zwnLcqB1Wy0Ol9ERKSjysvL2bJlCwAxo5IvelO2JZPFRPTwRADWrl2rdm8iItJhhw4d8rcaHZeUeEljfOcdOHCA8vLybotNJNgpSSgiIiIi0gvs3r0bgMGJoe2eYzEZ5J5bA8p3voiISEctX74cj8eDJdxG9LBLuynbUtwVqZhsZhoaGli1alU3RCgiIv3B5s2bAUgLDyP5Iq1GfXKjo4iy2wD8D7yIyOVTklBEREREJMCqqqo4cuQIAEMSL/yleEhSc5Jwz549OJ3Obo9NRESC07Fjx9i+fTsACRMyMFku/xaR2WEhbmwqABs2bKCioqJLYxQRkeDX0NDArl27ABiXdGlr4wKYDIMrEhOA5pajbre7W+ITCXZKEoqIiIiIBJivKtBuMbW7HqHPoIQwDMDpdLJ///4eiE5ERILRe++9B4A9NoSowfEdvk7sqGTMoVZcLhcrVqzoqvBERKSfyM/Px+l0YjWZGJUQd1ljx55rOVpVVcUXX3zRHeGJBD0lCUVEREREAuzzzz8HYFBCKGbThdeDCrOZyYxxAFBQUNDtsYmISPDZtWuXf23bhKszMS7y3nMhJquZhPHpAGzdupVDhw51SYwiIhL83G43H3/8MQCjEuJxWCyXNT7W4WBQTDQAq1atwuv1dnmMIsFOSUIRkXYcOXKEP/7xj/y///f/tACyiIh0m6qqKvbu3QvAsKRLW39jWHI4ADt37lTLURERuSw1NTUsWrQIgLDMKMKzozt9zehhiTgSwvB6vcyfP1/vTSIickl27NjB6dOnMYCvp6d26BrXpacBzffxDhw40IXRifQPShKKiLTjiy++oLa2ttXNWxERka6Wn5+P1+slxGpi8EXWI/QZkRKOyYDGxkZVE4qIyGVZsmQJNTU1mKxmUiblYBgdryL0MUwGKTfkgMmgrKxMbUdFROSiPB4Pq1evBmB4fBzxIRdedqE92ZERZEZEAM3VhCJyeZQkFBFpR1NTk3/b5XIFMBIREQlWXq+Xzz77DICRKRFYLrHdW5jNTN65hKJvvIiIyMV8/vnnbNu2DYDEr2VijbB32bUd8WHEj2uu5li7di1FRUVddm0REQk+X3zxBSUlJcCX1YAdYRgG12U0j9+7dy9Hjx7tkvhE+gslCUVE2tEySdhyW0REpKsUFxdz6tQpAK5Ij7issWPSms/fv38/FRUVXR6biIgEl6qqKv7xj38AEJYeRfSwxC6fI35cKva4ULxeL2+99Rb19fVdPoeIiPR9Ho+HDz/8EIBB0VGkhl9aR5X25MVEkxQaCsAHH3zQ6fhE+hMlCUVE2tGyelBJQhER6Q6ffPIJAEkRNpIjbJc1dmB8KOF2M16vl40bN3ZHeCIiEiRcLhczZ86kuroak81M8vUDLqnNqNftwev2XPI8htlE6jdzMc61HZ07dy4ez6WPFxGR/mH79u3+ir/rMzM6fT3DMLg+Mx2AwsJC9u3b1+lrivQXShKKiLRDlYQiItKdqqqq2L59OwBXZUZd9ppQZpPBlRmRAHz66ac0NjZ2eYwiItL3eb1eFi1axJEjRwBI/dZAbJGOi49zezg4bxcH5+26rEShIyGM5G8MAJpv1PoqRURERACcTifvvfceACPi48iMvLyOKu0ZHhfrv9bSpUv1kIrIJVKSUESkHU6n07+tJKGIiHS1DRs24Ha7CbWZGJUa3qFrjM+MwmIyqKur09qEIiLSpk8//ZQtW7YAkDAhg4jsmEsa11TrpOlsY/O/WufFB7QQPSyRmJFJAHz44YcUFBRcXtAiIhK01qxZQ2VlJWbD4KbszC67rmEYTB6QDcCJEyf8730icmFKEoqItKNlkrDltoiISGc1Njb6W4RelRmF1dyxj+VhNjOjU5ufll27dq2elhURkVb27dvH4sWLAYjIjSVuXGqPzZ30tSxCz71HvfXWWxw/frzH5hYRkd6psrKSNWvWAHBtWgqxjotXtl+O9IhwxiTEA7B8+XIaGhq69PoiwUhJQhGRdihJKCIi3WXz5s3U1dVhMRmMz4zq1LWuzm4ef/r0aXbt2tUV4YmISBA4fPgwb7zxBh6PB3tcKKk35F52a+vOMMwm0r49GEu4jcbGRqZNm8bJkyd7bH4REel9li1bhtPpJMxq5Rvpad0yx7eyM7GaTFRXV/PBBx90yxwiwURJQhGRdihJKCIi3aGxsZGVK1cCMCYtgjCbuVPXSwi3kZcYCsCKFStwu92djlFERPq24uJipk+fjtPpxBJuI+OWPEydfL/pCEuolYzvDsHssFBTU8Mrr7xCWVlZj8chIiKBV1BQwI4dOwC4KSsTh8XSLfNE2e18I6M5Ablu3ToOHz7cLfOIBAslCUVE2tHY2NjmtoiISGesW7eOmpoaLCaD63IvbV2oi7lhUCwApaWlbN26tUuuKSIifdOJEyd49dVXaWhowBJmJev2YVgj7AGLxxEXSsatQzHZzJw9e5ZXXnmFM2fOBCweERHpebW1tSxatAiAgdFRjE1K6Nb5vp6WSkpYKF6vl/nz59PU1NSt84n0ZUoSioi0Q0lCERHpajU1Nf41OCZkRRHp6JqnZ5Mi7IxKDQfggw8+0JdgEZF+6uTJk7zyyivU1dVhDrGSedswbFFdu95TR4QkhJH5vSGYrCYqKip4+eWXqaysDHRYIiLSQ5YsWUJ1dTU2s4nbB15e+2u3x4P7MtdeN5tM3DloICbDoLS0VG1HRS5ASUIRkXYoSSgiIl1t9erVNDQ04LCYmJgT3aXXnjQwFpMBlZWVfPrpp116bRER6f0OHz7Miy++SE1NDWaHhczbhmKPCQl0WH4hyRFkfHcIhsXE6dOnmTp1qtYoFBHpBwoLC8nPzwfgO9nZRDsuvbrd7fEwdftOpm7fedmJwpTwMK5LTwVgzZo1FBcXX9Z4kf5CSUIRkTZ4PJ5W6xAqSSgiIp116tQp1q9fD8DXBkQTYu3ataFiQ62My4gE4MMPP6S6urpLry8iIr3Xrl27ePmVl6mtrcXssJBx61AccaGBDus8oamRZNySh2FpriicOnUqBw4cCHRYIiLSTaqrq1m4cCEAOVGRjE9OvKzxZ51OzjQ0cqahkbMt7tNdqkkZ6SSFhuD1epk7d67u74m0QUlCEZE2OJ1OvF6v/3VDQ0MAoxERkb7O6/Xy9ttv43a7iQ6xMCE7qlvmmTQwFofVRH19PcuWLeuWOUREpHdZu3Yts2fPxtXkwhblIPuuEYQkhAU6rHaFpUeRdedwzKFW6uvrmTZtGtu2bQt0WCIi0sU8Hg9z587l7Nmz2M1mbh90eW1Gu4LFZOLOwQMxn2s7+vbbb/fo/CJ9gZKEIiJt+GpSsLGxEc9ltjUQERHx2bZtG/v37wdg8rB4bObu+RgeZjPzrcFxAOTn5/vnFBGR4OPxeFi8eDFLly7F6/USkhxO1l3DsUUHfg3CiwlJCGPAXSOwxYTgdruZM2cOK1eubPWgpoiI9G2rVq1i7969ANwxKJdYR2Den9LCw/l2dhYAW7duZcuWLQGJQ6S3UpJQRKQNbVUOqppQREQ6oq6ujqVLlwIwNCmMwd1c3XFFegTp0c3rfCxatAiXy9Wt84mISM+rra1lxowZ/jbWEbmxZN42DEuINcCRXTprpJ3su4YTmtbcKvv9999n3rx5rZZ9EBGRvungwYOsWLECgKuSkxgRHxfQeK5JTWZobAwAb7/9NiUlJQGNR6Q3UZJQRKQN9fX15+1TklBERDri3XffpaamBpvZ4DtD47t9PpNh8N3hCRgGlJaWsnLlym6fU0REek5RURHPPPMMhYWFAMSOTibt24MwWfreLR6z3ULG94YQObj5/XHr1q0899xznDx5MsCRiYhIR9XU1PDmm2/i9XpJCQvl5pzsQIeEYRjcOXgg0XY7TU1N/P3vf9f6hCLn9L1PkCIiPaCthGBbiUMREZEL2b17N5s2bQLg+kGxRDksPTJvcoSda7KjAVi5ciVFRUU9Mq+IiHQfr9fL2rVrefHFF6moqMCwmEj5Zi5JE7N7fI2nrmQym0i9MZfEr2WByeDkyZM899xz5OfnBzo0ERG5TG63mzfffJOqqipsZhP3DhmM1dQ7UhAhFgv3DhmEyWh+r1m4cKHaXIugJKGISJt8CUGz9ct+6aokFBGRy3H27Fnmz58PQHasgwlZUT06//UDY0gMt+HxeJg7d66elBUR6cPq6uqYNWsWS5cuxe12Y4sJYcDdI4gekhDo0LqEYRjEjUkh645hWMJtOJ1O5s6dy8KFC9V+VESkD1m6dCn79u0D4I6BucSHhAQ4otYyIiL4zrn1Cbdv387q1asDHJFI4ClJKCLSBl+S0OoIxWSxttonIiJyMV6vlwULFlBbW4vDYuKOkUmYOlDl4fZ4cXs69nSr1WziztGJmA0oLy9nyZIlHbqOiIgEVlFREc8++ywFBQUAROXFM+CeEdjjQgMcWdcLTY5gwL0jCctqrobftGkTzz//vNqPioj0AZs2bWLDhg0AXJeexsiE7l9qoSOuSU3misTmh2zef/99f/tukf5KSUIRkTb4EoIWqx3LuWpCJQlFRORSffLJJ3zxxRcAfHd4AlEhl99m1O3x8tInxbz0SXGHE4XJEXZuzIsDYPPmzf4bzCIi0vs5nU7eeecdpk6dyunTpzHMBinX55DyzVxMVnOgw+s2FoeVjFvySLgmAww4ceIETz/9NKtWrcLtdgc6PBERacPBgwd5++23ARgSG8ONWRkBjqh9hmFw68AcMiLC8Xq9vPnmm3oYRfo1JQlFRNrgTxLaHFhszUnCurq6QIYkIiJ9RHFxMcuWLQNgVGo4I1LCO3Sdsw0uKuqa/51tcHU4nglZUeTENbf5mT9/PmVlZR2+loiI9IzDhw/zzDPPsGbNGrxeL/a4ULLvHkH0sMQ+vf7gpTIMg/ixaWTdPgxrpB232817773H888/T0lJSaDDExGRFs6cOcOsWbNwu90khoZw9+CBHeqi0pOsJhMPDM0j0majsbGRN954g9ra2kCHJRIQShKKiLShdZLQDmhNQhERubjq6mpmzJiBy+UiNtTK5KGBb7FjMgxuH5lImM1MfX09M2fO1PqEIiK9lNPpZOnSpbzwwguUlpaCyfDLD9AAACAASURBVCB+fBoD7hmBIz4s0OH1uNDUSHLuHUXMyGQAjh49yjPPPMNHH32kqkIRkV6goaGB119/nZqaGkIsZn4wdAgOy+V3UQmECJuNHwzNw2IyKC8vZ9asWbhcHX84U6SvUpJQRKQNviSh2WrHbFUloYiIXJzb7Wb27NlUVVVhMxvcNzYZRy9pBxfpsPD9K5IwGVBSUsL8+fPxejvWwlRERLrHoUOHePrpp1m7dq2/enDA3SNIuCoDw9x/b9+YbGaSr8sms0VV4fLly5kyZQonTpwIdHgiIv2W2+1m1qxZlJSUYDIM7huSR1yII9BhXZa0iHDuHDQQgAMHDrBgwQJ9T5J+p/9+yhQRuYC22o1qTUIREbmQZcuWcfDgQQBuH5lIYrgtwBG1lhUTwnfOVTbu3LmTNWvWBDgiEREBqKmpYcGCBbz44ovNLaFNBvFXpTdXDyb0v+rB9oSlRZJz3yhiRjVXFR47doxnnnmGZcuWqeuLiEgP83q9LFq0iL179wJw28AccqOjAhxVx4xKiPevoZifn88HH3wQ4IhEelbfqP0VEelhLZOEHlcToHajIiLSvi1btrB+/XoAvp4TzbDkjq1D2N3GZ0RyoqqRnceree+990hJSWHYsGGBDktEpF/yeDxs3LiR5cuX+7uWOBLCSLkhp1+2Fr0UJquZ5K9nE5kbS8maQzirGvj444/Ztm0bt912G2PHju0XazaKiATaqlWr2Lx5MwCTMtIYl5QY4Ig65xvpaVQ0NLLtVCkffvghsbGxTJgwIdBhifQIVRKKiLTBnyS02lVJKCIiF/Svf/2LhQsXAjAwPpTrB8UGOKL2GYbBLcPiSY204/V6mT17NsXFxYEOS0Sk3zl8+DDPPvssb7/9NnV1dZjsZpKuyyb77v659uDlCk2NZMB9o0iYkI5hMXH27FnmzJnDSy+9pBakIiLdbNu2bbz//vsAjEmI55uZGQGOqPMMw+DW3AH+asiFCxeyb9++AEcl0jOUJBQRaYOvatBsdWC22gElCUVE5HxHjx5l9uzZeDwekiJs3D0mCVMvr2Cwmk3cPzaZKIcFp9PJa6+9Rnl5eaDDEhHpF6qrq3nrrbeYOnUqx48fByBqaAK5D4whdmQyhql3v4f0JiaLifgr08m9fzQROc0P6Bw8eJBnnnmGxYsX6/ubiEg32L9/P/PmzQNgQFQktw/KDZoKbrPJxP1DBpMUGorH42HmzJl68ET6haBsN9rY2MicOXNYvnw5hw8fxuVykZqayqRJk3jooYdISkpqd+zhw4eZNm0amzZtoqKigpiYGK6++mp+/vOfM2jQoHbHeTweFi5cyD//+U8OHDiAYRgMGDCAO+64gwceeACz2dzlc4pI9/my3agdj9sJqN2oiIi0dvr0aV5//XUaGxuJclj4wbgUHJa+8QxehMPCD69MYcaW49TU1DB9+nR+9atfER7eO9ukioj0dS6Xiw0bNvDhhx/6v1c4EsJIvi6bkOSIAEfXt1kj7aTfPJia4kpObSjCWdnA+vXr2b59O7fccgtXXXXVBe/JiIjIpSkpKWHGjBm43W4SQkJ4YGgeFlPf+P5zqRwWCw8OH8Kruz6nuqGB6dOn8+tf/5qYmJhAhybSbYLrt5jmp/Luv/9+nn76aQoLC3E6nZhMJoqKipg9eza33norBQUFbY4tKCjgzjvvZNmyZZSVleFwOCgtLeWdd97hrrvuYtWqVW2O83q9/Pa3v+VPf/oTn3/+OV6vF4/HQ2FhIU888QQ/+clPcDqdXTqniHQft9tNU1PzOoRmqx2zVe1GRUSktdraWqZPn87Zs2dxWEz84MoUIh196/m7hHAbD4xNxmwyKCsr44033mj3M6uIiHSMx+Nh27Zt/OUvf2HZsmU0NDRgtltI/sYAsu8eoQRhFwrPjCbnvlEkXJOBYTFRU1PDwoULefrpp/niiy/wer2BDlFEpM+qrKxk+vTpNDQ0EGGz8uDwoYRY+tb3n0sVZbfz4+FDsZvNVFVVMX36dP/awSLBKOiShP/7v/9LYWEhkZGRTJkyhZ07d7Jjxw7mzp1LVlYWlZWV/Pu///t5FUFVVVX84he/oK6ujuuvv55169aRn5/P+vXrueGGG2hsbOR3v/udvx1IS9OmTWPFihWEhoYyZcoUtm/fzo4dO3juuecICwtjy5YtPPXUU+eN68ycItJ9Wv59MFvtWM61G1UloYiIQPNDI9OnT6e0tBSzAfeNTSYx3BbosDokMyaEu0YlAlBUVMTMmTNxuVwBjkpEJDgcOHCAKVOmMGfOHM6cOQMmg5iRSeT8cDQxI5LUWrQbGGYT8WPTyP3BaKLy4gE4efIkr732Gq+88gpHjx4NcIQiIn2P7/tPZWUlNrOJB4cNJcZhD3RY3So5LIwHhuZhNgxOnjyp70kS1IIqSVhZWcny5csB+OMf/8jkyZOxWq2YTCbGjx/Piy++CDSXRq9fv77VWN+H9oyMDF544QV/S9KkpCReeOEFhg8fTl1dHa+++mqrcTU1NcycOROA//7v/2by5MmYzWZMJhO33HILTz75JAALFiw4L9nX0TlFpHu1TAZarHZMluYbv263Wx8IRET6ucbGRl577TWKi4sxgDtHJ5EdGxLosDplWHI4k4c130jds2cPs2fPxu12BzgqEZG+69SpU7zxxhu89NJL/qRURE4sufePIvm6AVgc1gBHGPys4XZSbxzIgO+PJDQ9EmheR+vZZ59l7ty5VFRUBDhCEZG+weVyMXPmTEpKSjAZBg8MySMlPCzQYfWI3Ogo7hiUCzQ/+PPWW2/h8XgCHJVI1wuqJGFRUZH/hsaYMWPOO56Xl0d0dDTQnCj08Xq9LFiwAIAf/vCH2GytnwS3Wq387Gc/A2D58uWt2jC99957VFdXEx0dzR133HHenDfddBM5OTm4XC7ef//9LplTRLpXY2Ojf9tssWG22to8JiIi/YvT6eT111/n8OHDANw+KpHhycGxht9VmVF8Ky8OgN27dzNnzhwlCkVELtPZs2f5xz/+wVNPPcXu3bsBCEkOJ+vO4aTfPBhbdN9+qKQvciSEkXnrUDK+m4f93EM9+fn5/N///R/vvPOO2seJiFyA7/71/v37AbhjYC4DY6IDHFXPGpOYwLeyMgHYsWNHq/v7IsEiqJKEERFf9vLfuXPneceLi4uprKwEICsry7//0KFDlJWVAXD11Ve3ee1rrrkGaK4c3LFjh3//li1bABg/fjyWdvowX3vttQBs2LChS+YUke7VKklotWFpkSRUy1ERkf6pqamJGTNmcODAAQC+NzyB0anBtY7U1wZEc/2gWKD5s/S8efP0pKyIyCWoq6vj3Xff5YknnmDjxo14PB6skXbSvj2IrDuHE5oSXO8XfY1hGIRnxTDg3lGkXJ+DJdSKy+VizZo1/PnPf2blypV6GFREpA0ffPAB+fn5AHwzM4MrkhICHFFgXJeeyoSU5g6Aq1evZtOmTQGOSKRrBVWSMDs725/8++tf/8pHH32Ey+XC6/VSUFDAo48+CsCIESP4+te/7h938OBBoPmD44ABA9q8dkxMjL8K0XdzqOV2Tk7OBeMC/E9ddHZOEelevi+IhmHCZLZgtqiSUESkP2tqamLWrFns3bsXgMlD4xmXERngqLrHN3Jj+HpO8+fPbdu2sWDBAiUKRUTa0djYyMqVK3n88cdZvXo1TqcTs8NC0sQsch8YTeTAOAxD6w72FobJIHpYIrk/HEPChHRMVjP19fW8//77PPHEE6xfv17LS4iInPPZZ5/x4YcfAjA2KYFJGWkBjihwDMNgcs4ABp+roly0aBH/+te/AhyVSNdpu/StjzKbzTz55JM8/PDDVFZW8m//9m9YLBasViv19fVYrVbuvvtu/uu//guz2ewfV1paCjQn5ez29hddTUxMpLKy0n9+y7G+9QTbGwdQUVFBU1MTVqu1U3OKSPfytfc1WaytfkLzjWIREek/GhsbmTFjBvv27QPgprw4rsqKCnBU3euGQbG4PF42FVXx2Wef4XK5+MEPftDq87OISH/mcrn49NNPWblyJTU1NQCYbGZix6QQOzoFs01/L3szk9VM/JXpRA9P4vT2E1R8fpLq6moWL17Mxx9/zHe+8x2uvPJKve+JSL+1f/9+Fi5cCEBOVBS35eb0+4dezIbBvUMG80bBbkpq65g9eza/+tWvSE1NDXRoIp0WVElCgLFjx7JkyRJ+8pOfcOzYMVwul/9JMI/Hg8fjob6+nsjIL5/+9n2oDwm58PoADocDgNraWv8+3/aFxvrG+c6Pjo7u1JyXw+12+596F5FLc+TIEQBMZsu5n18mCQ8ePKiWoyIi/YTT6WT58uX+taxvyovj2gHBvwaHYRjclBeHAWwsqmL79u1UVFTwrW99SzdMRaRf83g87N27l/z8fP93esNsEDsqmdixqVgc1otcQXoTS4iVpK9lETs6hfL8Y1T+q4yKigrmz5/PihUruOqqq8jJ0Y1xEelfKioqWLx4MW63m8TQEO4fOhizKaiaEXaY3WzmR8OG8Oqu3ZxtbOTll1/mrrvuIiwsLNChiVyQ2+2+4Hf5oPsNX7duHffccw91dXX87W9/Y+vWrezYsYNXXnmF9PR0Fi9ezIMPPuhfDxDwJxGt1gt/oLfZbK3Ov9SxvnHQ/D+ks3OKSPfy/b6Zz1UQGoaBYTK3OiYiIsGtsbGRd999158gvGVYfL9IEPoYhsG38uL4Rm4MAIcPH2bFihV6HxSRfsnr9bJ//34WLFjA2rVrmxOEJoOYEUnk/ugKEq/NUoKwD7OG20iZlNPcInZwPACVlZV89NFHvP322xw5cgSv1xvgKEVEul9jYyPLly/H6XQSbrXyo2FDCbEEXY1Rp0Ta7Tw4fAh2s5na2lp9R5KgEFS/5YWFhTz66KOYTCYWLVpEXl6e/9g3v/lNrrjiCm6//XaKioqYOnUqTzzxBPBltd7F2gj6WhC2TOw5HA7q6+svONY3ruXYzsx5Ocxmc6v/DiJycSdPngRaVxCazFbcHjdJSUn6nRIRCXI1NTVMmzaN0tJSDOC2kQmMSQvONQgvxDAMrh8Ui9VssGrfGY4ePcrHH3/Mww8/fMF2+SIiwcLr9VJQUMAHH3zgf2gEICovnvjx6diiHBcYLX2NLcpB2rcGEjc2lbItR6k5XEF5eTnLly8nKyuLyZMnM3jwYFUWikhQ8ng8vPbaa5w9exaLyeCHw4YQ49Bn/rYkh4Vx75BBzCncQ1lZGTt37uSBBx7Q+4P0Wjt37rzg8aCqJHz11Vdpamrie9/7Xps38WNjY/nFL34BwNKlS/0JOF9J8MVaCPqOh4eH+/ddyljfMcMwCA0N7fScItK9fBW/vupBAJNZlYQiIv3BmTNnmDp1KsePH8dkwF2jk/plgrCliTkx3Dy0ubLiwIEDvPzyy/42eyIiwcjr9VJYWMizzz7LrFmz/AnCiNxYcu4bReqNA5UgDGKOuFAyJueRfddwwjKa1yE+cuQI06ZN46WXXuLgwYMBjlBEpOu9//777NmzB4DbB+aSHqF70RcyOCaGm7IzAdi6dSsbNmwIcEQiHRdUScJdu3YBcMUVV7R7zrhx44DmCr4TJ04AkJKSAjT3XL5QZd+pU6cASExM9O9LTk4GoLS09KLj4uLisJwr0e7MnCLSvXxJQlPLJOG5bd8xEREJPidOnGDq1KmUlZVhNhl8/4pkRqToyzHAhKwobh2RgAEUFxczdepUzpw5E+iwRES6lNfrZe/evTz//PO8/vrrHDt2DIDw7GgGfH8k6d8ZjD0uNMBRSk8JSY4g89ahZN0xjNDUCKB5jfoXX3yRadOm+deyFxHp63bu3Mnq1asBuDY1hTGJCQGOqG+YmJbKyPg4oLkg6cCBAwGOSKRjgipJ6LtR4fF42j2nZdvOxsZGAHJzc/3jiouL2xxXUVFBVVUVAAMHDvTv920XFRW1O6fvg6Nvns7OKSLd68tKwi//RBpKEoqIBLWDBw/ywgsvUFVVhd1i4kdXpjAkUQvQtzQ2PZLvX5GM2WRQVlbG1KlT/Q/diYj0dYcOHeKll15qlfwJy4gi+67hZNwyBEeC3hP6q9DUSDJvH0bmrUMJSWp+eGjv3r1MmTKF119/nePHjwc4QhGRjjtx4gTz5s0DYEBUJN8ekBXgiPoOwzC4Y1AuSaGheDweZs+eTUVFRaDDErlsQZUk9FX1XajH6hdffAGAxWIhLS0NgIyMDP/25s2b2xy3adMmoHktwVGjRvn3X3XVVQDk5+e3mzzYuHFjq3M7O6eIdK+22o36ttVuVEQk+BQUFDBt2jQaGhoIt5v5yYRUsmNDAh1WrzQ0KYwfXZmC3WKiqqqKF154QW3XRKRPO3bsGK+99lqrv2ehqRFk3XEuKZQcEeAIpTcwDIOwjCiy7hpO+i152OObK0oLCwt5+umn+fvf/37BDlMiIr1RY2Mjs2bNwul0EmW3cd+QwZi1rt5lsZnN/GBYHiEWMzU1NcyePVsFBtLnBFWScNKkSUBzD+W2KvucTidvvPEGABMnTmy1zt/NN98MwJtvvnneOoFNTU3+cXfccQd2+5eLtt54443Y7XbKyspYvHjxeXN+9NFHHDp0CKvVyt13393qWEfnFJHu5atGNowWlYTnPiRdqFJZRET6no0bNzJr1ixcLhdxoVZ+OiGN5Ah97rqQ7NgQfjIhlXC7mYaGBl59dRoFBQWBDktE5LKcOnWK2bNn88wzz/gfJnYkhpFx6xAybx9GaGr/Xo9W2mYYBhHZMQz4/kjSvjMYW0zzQ0U7duzgySefZMGCBaoiEZE+Y9myZc1LLRgGDwzNI6xFBz65dLEOB/fkDQKaOwquWrUqwBGJXJ6gShI+/PDDREdH09DQwIMPPsiaNWv8mft9+/bx05/+lD179uBwOPjtb3/bauxPf/pToqKiKCoq4pe//CVHjx4Fmr84/PrXv6awsJDQ0FB+9rOftRoXFRXFT3/6UwD+/Oc/8/bbb+NyufB4PKxYsYI//OEPAHz/+9/3Vzp2dk4R6V5er7d5o+XDU3qSSkQkqHg8Ht577z3+8Y9/4PV6SY2y89DVacSE6ovxpUiOsPPTCWnEhVppanIxa9Ys1q1bF+iwREQu6syZM8yfP58nn3zS34XIHhtC+s2Dyb57BOEZ0f4HBEXaYxgGkbmx5Nw3itQbc7FG2vF4PGzevJknnniCJUuWUF1dHegwRUTaVVhY6O9+d2NWBmnhWou9MwbHxHBNSvO9/w8//LDd5cVEeiNLoAPoSklJSbz66qs8+uijnDp1ikceeQSr1YrdbqempgaA0NBQnnvuOfLy8lqNjY2NZcqUKTzyyCNs2rSJG2+8kcjISKqrq/F6vVitVqZOnUp6evp58z7yyCMUFhaybt06/vjHP/L4449jMpmor68H4Oqrr+b3v//9eeM6M6eIdD+jRZbQt+VPIIqISJ/lcrmYN28e27dvB2BQQih3j07Cbgmq5+e6XUyolYeuTmP+9hKOVTayZMkSTp8+ze23347JpP+WItK7VFdXs3LlSj799FP/w8TWSDsJV2UQOSgOw6TEoFw+w2QQlZdA5MA4Kv9VSvnW47jqmli3bh2bNm1i0qRJTJo0idDQ0ECHKiLiV1NTw4IFCwDIjozga2mpAY4oONyUncnBqipK6+qZM2cO//mf/6nugNInmP/0pz/9KdBBdKWUlBTuuOMOrFYr1dXV1NTU4HK5yMjI4Lvf/S5PP/10u+v7ZWZmcvPNN1NbW0tFRQXV1dVERUVx3XXX8dRTT3HllVe2Oc5sNnPLLbeQkJDAmTNnqKysxO12M3DgQB566CEee+wxbDZbl855KU6ePAlwXgWjiFzYnj17KCoqIiQylsTsEQCcPLCDpoZa8vLyGDBgQIAjFBGRjqqtreX111/3t5a7MiOSO0YmYjX3vqRWQ5OHLUeqALg6K4oQq/kiI3qezWxiZEo45bVNlNc2ceTIEUpKShg+fDhmc++LV0T6n8bGRlavXs3s2bM5dOgQXq8XS5iVxGuzSL0hB0dCmCoH2+FudFFR0HxfIXZ0MmZ7UD1n3qUMk0FIYjgxI5Iw2yw0lNXicjZx8OBBNm/ejMViIT09XQ/RiEjAeb1e5syZw7Fjx7Cbzfx/I4YRau29f98bXC42nWh+L7o2NYUQS++N1WwykRkRwfZTpdTU1lJfX8/w4cMDHZbIRfNEvfe3qhNiY2P5zW9+w29+85vLHpudnc2TTz552eNMJhP3338/999/f4/NKSIiIiKX7vTp00yfPp3S0lIAbhwcy9cGqK1cZ1nNJu4Zk8TKvafZVFRFQUEBL7/8Mj/72c+IiIgIdHgi0k95PB62bt3K8uXLqapqfuDCbLcQNy6VmJHJmFQ9Lt3AZDUTNzaV6OGJnNlZwpldJdTW1rJkyRI2bNjA9773PUaNGqXPHiISMDt37mT37t0AfDd3ADEOVbp1pZTwML6ZlcFHRcV8+umnjB07ltzc3ECHJXJB+lQsIvIV/i9sLVqL+tqM6suciEjfVFRUxJQpUygtLcVswN2jk5iYE6O/613EZBh8e0g8Nw+NB+DIkSM8//zz/icWRUR60t69e3nmmWeYP38+VVVVGGaDuLGp5P5oDHFXpCpBKN3ObLeQMCGD3B+OIXp4IhhQXl7OrFmzePHFFykqKgp0iCLSDzU1NfHOO+8AMCQ2hjEJ8QGOKDhNTEslPaJ5jcelS5fi8XgCHJHIhemTsYjIV/huGLdafvDcC7WHERHpe7Zv385LL71ETU0NDquJB8enMiIlPNBhBaUJWVHcd0UyVrPB6dOnef7559m7d2+gwxKRfqKkpITp06czbdo0Tpw4AUDkoDhyHxhD4jWZapcpPc4SaiNlUg45940iPDsagEOHDvH888/z97//ndOnTwc4QhHpT9atW0dFRQVmw+DmAVl6YLKbmAyDyQOyATh69Cj5+fkBjUfkYvQJWUTkK75MBLbKEgKqJBQR6Uu8Xi8rV65k+fLlAMSGWvnBuGTiwtpeK1q6xpCkMH5yVRrztpdQ09DA9OnTueeee7jmmmsCHZqIBKm6ujree+89Nm3a5O8AEpoaQeLXsghJ1EMhEnj22FAybhlC7bEqTn16hMbyOnbs2EFBQQGTJk3ipptuwm5Xyz8R6T7V1dWsXLkSgKtTkokLCQlwRMEtMzKCkfFxfF5+mvfff5/Ro0fr77z0WiqJERH5Cn8lYYt2AGo3KiLSt7hcLubNm+dPEGbFOPjZ1WlKEPaQ1Cg7D1+dTlKEDY/Hw8KFC3nnnXfUakdEupTX6yU/P5+//OUvbNy4Ea/Xiy3aQfrkwWTePkwJQul1wtKjGPD9kaTemIsl3Ibb7Wb16tU8+eSTFBYWBjo8EQliy5cvp7GxkVCLhUmZ6YEOp1+4KTsTi2FQVVXFxx9/HOhwRNqlJKGIyFf4Kgm93hZJQo8bALPZHJCYRETk0tXW1jJt2jS2bt0KwOjUCH40PpVQm/6G96SoEAsPTUhjUEIoAGvWrGHWrFk0NjYGODIRCQanTp3ilVdeYe7cudTU1GCymkmamEXOfaOIGBCrh/uk1zIMg6i8BHJ/MIb48ekYZoOKigpef/11Zs6cSWVlZaBDFJEgU15ezubNmwG4ITOdEIuaC/aEGIeDa9NSgObvQnV1dQGOSKRtShKKiHyFLxHYqpLw3LaShCIivVtpaSlTpkzh4MGDANwwKJbbRyZgMelmcSDYLSbuH5vMhKwoAD7//HNefPFFqqqqAhyZiPRVTU1NrFixgr/97W/s378fgIjcWHIeGE3s6BQMs25zSN9gsphIuCqdnPtGEZoeCUBBQQF//etfWbt2LW63O8ARikiw8LXjjrTZGJ+cFOhw/n/27jxKqvLO//j71r72vjfNvq8uuBs1jmYxmsgYo3EfoiYZz5kzc3LmZDJz4snMyZxfHI0IaAzEFQ2CRkUhbqCoICj7KnuzNDQNvUOv1VV1f38UVc0OQsOt5fP6h6a6bt3P6bq13Pt9nu+TUa7pVY7LZiMUCiUGsYokG317FhE5SqJIaHaflEU1k1BEJOlt2bKFp556irq6Ohw2gx+PKeaaAbmaTWIxm2Hw/WEF3DSsAAPYvXs3Tz75JLt377Y6moikmE2bNvHYY4/x4YcfEolEcAbdVPxgCL2+NxhnQO2kJTW5crz0/uEwym4ciN3rpLOzk1mzZvHkk0+ya9cuq+OJSIoLh8N89dVXAIwtKcJuUzngfPI4HIwuKgBItEYXSTZ6VxAROUq83Wj0iDUJNZNQRCSZffnllzz77LO0tbXhd9l54NIyRpZqLapkcmmfbO66uBS3w0ZzczOTJk1i3bp1VscSkRQQDoeZNWsWzz77LHV1dWAzyL+ojP4/HU2gb67V8UTOmmEYZA8uYMBdY8gZUQTAnj17eOqpp5g7d67W9BWRM7Z69epYW25gbLFmEVrh0pISINYqvbKy0uI0IsdSkVBE5Cgnazdq04grEZGkEo1Geffdd5kxYwbRaJSigIuHriinV47H6mhyHIMKffzssnJyvA5CoRDPP/888+fP14haETmh2tpaJk6cyKeffgqAtyRA/5+MouiK3ticGsAn6cXucVB6XX/63jYCd56XaDTK3//+d/785z+rVbeInJFFixYBMDQ/jyy3Zt1boSzgp1cwNoD1iy++sDiNyLF0tVtE5CjdRcLudqOm2o2KiCSdUCjESy+9xCeffAIcKkBdXk6O12lxMjmZoqCLBy8vp1eOG9M0eeedd3j99de19pKIHGP58uU88cQTVFVVAZA/tpw+40bgzvdZnEzk3PKWBOl7+6jErMLNmzfz+OOPs2HDBouTiUgqqaurS6zVfqnWIrRU/O+/evVqOjo6LE4jciQVCUVEjnL8IqHajYqIJJPm5mYmT57MmjVrALisTzY/vagEt0Nfb1NBwO3g/ku6W8IuXryYQFzHqQAAIABJREFUqVOn0t7ebnEyEUkGnZ2dTJ8+nVdeeYXOzk4cfie9fzSMossqMGxaZ1Yyg81ho/S6/pR/bxA2t52WlhamTJnCO++8QzgctjqeiKSArVu3AuB1OOifk21xmsw2Ij8fA4hEImzfvt3qOCJH0FUUEZGjJIqEh9YhNE1TaxKKiCSR6upqJkyYQFVVFQZw07ACvj+sAJuhC8epxGm3cdvoIq4dEFtPbNOmTUycOJH6+nqLk4mIlRobG3nyySdZsmQJAIE+OfS7YzT+Xrq4KZkpa0A+/X8yGm9JbGDN/Pnzefrpp2ltbbU4mYgku/gswr5ZQZ0rWcztsFMW8APdz4tIslCRUETkKPF1BxNrEh62TpLWJBQRsdaGDRuYOHEiTU1NuOwGP724hEv76MJxqjIMg28PyuPWUUXYDKipqWHChAns2LHD6mgiYoHa2lomTZrEvn37wGZQfHUfev1gCA61kZYM58xy02fcCPLHlgOwY8cOnn76aa1TKCInlSgSZmdZnEQA+mbFngcVCSXZ6Gq3iMhREkXCQ8XB+CzCw38nIiLn3xdffMFf/vIXOjs7yfLYGX9ZOYML/VbHkh5wQXmQ+y4pw+O00dLSwjPPPM3q1autjiUi51F1dTWTJk2isbERm9NG71uGkjemFEMzH0QAMGwGRZdVUP7dQWAz2Lt3L5MnT9YMfBE5rsbGRhoaGoDu4pRYK16s3bVrF6FQyOI0It10tVtE5CjdRcLoEf8e/jsRETl/otEos2fP5o033iAajVKa5eLBy3tRkuW2Opr0oL55Xh68rJxcn4OurjAvvfQSn376qdWxROQ82LFjB5MnT+bgwYPY3HZ6/2i42ouKnEDWwHwqbhqC4bBRV1fXPftWROQw8c4cLruNkoAGViaDPllBILYuYVVVlcVpRLrpareIyFEShcDETEK1GxURsUo4HOavf/0rH3/8MQCDC33806XlZHkcFieTc6EgECsAV+R4ME2TWbNm8fbbbxONRk+9sYikpC1btvCnP/2J9vZ27D4nfcaNwFscsDqWSFIL9Mmh9y1DsTntNDc3M2nSJPbs2WN1LBFJIk1NTQDkeTzYNSs/KficTvzO2Hms2kVLMtHVbhGRo8RbGiVmEB5WJFS7IxGR86etrY0pU6awfPlyAC6uyOKOC0twOfQVNp35XXbuu6SUocWxEc+fffYZ06ZNo6ury+JkItLTmpqaePHFFwmFQjiDLvqOG4En32d1LJGU4CvLovetw7B7HLS2tvLCCy/Q3t5udSwRSRItLS0A+J1a1zeZxJ+PgwcPWpxEpJuusIiIHCUxczBeEDysMHj4rEIRETl3GhsbmTx5Mlu2bAHgHwblcfPwAuw2DdbIBE67jZ9cUMxlfWLtBletWsWzzz5La2urxclEpKdEo1FeeeUV2trasHsc9Bk3AleOx+pYIinFWxSg94+GYdgN6uvref3113XOKiJAdxEqoCJhUokXCeNFXJFkoCKhiMgJGBx7IVonXCIi515NTQ0TJ05k79692AwYN7qIbw3I1WzuDGMzDL43NJ/vDMkHoLKykkmTJiVaJ4lIaps3bx7btm0DoPT6ATiDWmdW5Ex4CvwUX90XgJUrV7JkyRJrA4lIUogXoVQkTC4BzSSUJKQioYjIURLrHh26GG1oJqGIyHmzc+fORCHIZTe4Z2wpY8qCVscSixiGwZX9cvjxmGLsBuzbt4+JEyeyb98+q6OJyFmorKzkgw8+ACB3VDHBfrkWJxJJbTkjigj2zwPgzTff1OekiCSKhD4VCZOKZhJKMlKRUETkKN2FQOOofw8rIIqISI/btGkTzzzzDG1tbfhddv7psnL6a20qAUaWBrh7bCkuu5FoRVtVVWV1LBE5A9FolOnTpxONRnHn+yi6so/VkURSnmEYlH67P46Ai1AoxIwZM6yOJCIWs9lil/1NNNg9mcSfD7vdbnESkW4qEoqIHKWrqwsAu8MBgM3uSPwuHA5bkklEJN2tXr2aqVOnEgqFyPY4GH9ZGaVZaj0n3frn+7j/0jK8ThstLS08/fTTiTUrRSR1bNq0ibq6OgDKbhyIzaHLEiI9we5xUPrt/gBs376dvXv3WpxIRKzkcrkACEU02D2ZdB56PuLPj0gy0LdxEZGjxIuENnusBYBhGIlCYfx3IiLScxYvXsxLL71EJBKhMODkZ5eXk+/XSZMcqzzbw/jLysny2Ons7GTKlCmsW7fO6lgi8g3E10vzlQXxaLa4SI/yV2TjzPYA8NVXX1mcRkSs5HbHBlyGIhGLk8jh4s9H/PkRSQYqEoqIHCUUCgFgc3T3bY8XDOO/ExGRnrFw4UJmzpyJaZqUZ7v5p0vLyfI4Tr2hZKzCgIvxl5WT73cSDod54YUXWL16tdWxROQ0tLW1sXbtWgCyhxZanEYk/RiGQc6h19ayZcuIqDggkrFUJExOKhJKMlKRUETkKIki4WFtRm2HWo+qSCgi0nMWLFjA3/72NwD65nm475IyfC6tzSCnluN1Mv6ycoqDLqLRKC+//DKrVq2yOpaInMKKFSsIh8MYDhtZA/KtjiOSlrKHFgDQ0tLC119/bXEaEbFKvJ1lp4qESSX+fKjdqCQTFQlFRI7S3t4OgMPpSdwW/zn+OxEROTufffYZb775JgD98rzcdXEpbq1LJd+A32Xn/kvKKMmKFQqnTZvGihUrrI4lIidRWVkJQLBfLjYNChE5J5wBN76yIND9mhORzJOTkwNAU2enxUnkcPHnIzs72+IkIt10JUZE5CgtLS0AOD3da6Q43bGfW1tbLckkIpJOPv30U95++20A+ud7+enFJbjs+loq35zPZee+sWWUZrmJRqO88sorLF++3OpYInICnYcujDl8zlPcU0TOhv3Qa6xTxQGRjJWfH5ux39Ch94Fk0RWJcDDUBUBhodquS/LQ1RgRkaPEC4FOtzdxW7xgGC8giojImfn888+ZNWsWAAPyvfz0IhUI5ez4XHbuu6SUsiw3pmny6quvsnLlSqtjichxxFv3Gw7NIhQ5l2yHXmNaLkMkcxUUxFoPt4fDtIfDFqcROLJgGy/iiiQDXZERETlKvEjocHfPJHQcKhhqJqGIyJlbtmwZb731FgADC7zceVEJThUIpQd4nXbuvaSU8uzuQuHGjRutjiUiR0ms/e3Ue7/IuRR/jalIKJK54kVCgIaODguTSFz8eXA6nWRlZVmcRqSbvpmLiBylubkZAJfHn7jN5QkA0NTUZEkmEZFUt379eqZPnw5A71wPd1yoAqH0LK/Tzt0Xl1IUcBGJRHjhhRfYsWOH1bFE5DBdXbEWW4bNsDiJSHqLv8birzkRyTw+nw+vNzbgvb5dRcJkEH8e8vPzsdl0LizJQ0ejiMhhwuFwohDoCeQkbo//3NDQYEkuEZFUVllZyUsvvUg0GqU46OIuzSCUc8TnsnPP2FJyvA5CoRBTp06lpqbG6lgickh8/Z32/WrhL3Iute+PdcDRmlcimcswDEpKSgDY19ZmcRqB7uehuLjY4iQiR9LVGRGRwzQ2NmKaJnBkkdDtj/188OBBLf4uIvINVFdXM3XqVLq6wuT6HNw7thSPU2tRybmT5YkdZ36Xnba2Np599lkN8hFJEoMHDwagbfeBxHduEelZkVCE9n2xQnz8NScimam0tBSAfa0qEiaD+PNQVlZmcRKRI6lIKCJymMRFRMPA5evuD354wVAXGkVETs/BgweZOnUqHR0dBNx27htbRsDtsDqWZIB8v4t7xpbidthobm7mL3/5iwb5iCSBeMEi0hGms04XLEXOhbbqAxA1sdlsDBw40Oo4ImKheDGqRkVCy0VMk/3tKhJKclKRUETkMLW1tQC4fdnYbN0zXVzeADa744j7iIjIiYXDYV588UWamppw2Q3uGVtKrs9pdSzJIKVZbu68sASbAXv37mX69OlEo1GrY4lktIKCAnJzcwForWq2OI1Ieoq/tioqKvB4PBanERErxYtRTZ2ddITDFqfJbA3tHYSjsS4KKhJKslGRUETkMHv27AHAn3Pk2g2GYeDLjt1WXV193nOJiKSat956i8rKSgDGjS6mJOi2OJFkon75Xr4/rACA1atXM3fuXIsTiWQ2wzAYNmwYAA1ra4hGVLhPZp2N7Ymf9y/eRUe9ZqIku3BHF80bY4Nahw8fbnEaEbFavN0oaF1Cq9W0xtaKdbvdiQFTIslCRUIRkcMkioS5xy4i7M8tOuI+IiJyfAsXLmTRokUAXDcwl2HFfosTSSYbW5HFxb1iLcTff/991qxZY3Eikcx2/fXXY7PZCLeEaFq/3+o4cgId9W1Uf7Q18f+DWxvY9fbXKhQmuYaVe4mGIng8Hq6++mqr44iIxbxeLzk5seVz9re1n+Leci7F//4lJSXYbCrJSHLRESkickg0GmXv3r3ACYqEObHbNJNQROTEKisreeuttwAYVuznmgEaJSnWMgyD7w8voCIn1nLtr3/9K/v27bM4lUjmKigo4PLLLwegbvkeol0RixPJ8TSsjhWbDhfpDNO4psaiRHIq4bYQDYeen29/+9v4/RqkJSKxohRArYqElqptj/39i4uPvd4oYjUVCUVEDtm/fz9dXV1Ad0HwcPHCYX19PW1q0yAicoyOjg7++te/Eo1GKQq4uHVUETbDsDqWCA6bwR0XFpPlsdPZ2cmrr75KJKLChIhVvvOd7+BwOIi0ddG4VkX7ZNS+9+Bxb2+rPnCek8jpql9RjRmO4vf7ufbaa62OIyJJIl6U2q/rWJaK//3jRVuRZKIioYjIIfG1s5xuH55AzjG/D+SVYBixt83t27ef12wiIqlg1qxZ1NfXY7cZ/PiCYtwOfdWU5BFwO/jH0bGLJFVVVXz00UcWJxLJXDk5OVx55ZUA1C3bQ+hAh8WJ5GjmCdaLPNHtYq32/S00HCq4/8M//AMej8fiRCKSLOJFKbUbtU4kGqW+PfZdR0VCSUa6ciMicsi2bdsAyCqqwDjOzBe7w0Ugr/SI+4qISMy6dev48ssvAbhhcB5FAZfFiUSO1TfPyxV9swGYO3cuO3futDiRSOb67ne/S1ZWFtGuCNVzt2JGTasjiaSk+GuIqElxcbHWIhSRI8RnEh4IhegMq5OGFRo6OomYse85ajcqyUhFQhERwDTN7iJhYe8T3i+rKPY7FQlFRLq1tLQwY8YMAPrmebisT7bFiURO7PpBsSJ2NBrl1VdfJRQKWR1JJCP5/X7uuusuANprWqhfscfiRCKpad8XOwk1dWC327n33ntxuTRQS0S65eZ2rxF/sEvfe61w8LDzjZycYzuXiVhNRUIREaChoYGmpiYAsotOXCTMLqoAYm3KOjs7z0s2EZFk984779DS0oLbYdM6hJL0nHYb40YXYTOgtraWDz/80OpIIhlr6NChXHPNNQDULtlN+74WixOJpJaDOxppWr8fgB/84Af06tXL4kQikmyCwWDi55ZQl4VJMldLV+zv7vf7sdvtFqcROZaKhCIiwMaNGwFwuDz4c4pOeL+swgowDKLRKFu2bDlf8UREklZVVRVLly4F4MYh+eR4nRYnEjm10iw33+ofG1X92Wef0dDQYHEikcx18803x9bnMWHPR1uIdIStjiSSEroOdrL3k1iHm4EDB3LddddZG0hEkpLD4cDr9QLdxSo5v+LF2cMLtiLJREVCERHg66+/BiC3dACG7cRvjQ6XJ1YoBNavX39esomIJCvTNHnnnXcAKAq4uKiXTnokdVzVL4eg2044HObvf/+71XFEMpbL5eK+++7D4XTQdaCT3R9u1vqEIqcQ7YpQ9d4mIu1hfD4fd999N7aTnMeKSGaLF6c0k9Aa8eKsioSSrPQNQkQyXigUYvPmzQDklg085f3zDt1nw4YNmKYuYIhI5lq/fj1bt24F4DtD89VmVFKKy2Hj+kF5ACxfvpxdu3ZZnEgkc5WVlfHTO38KQNvuA+z7YqfFiUSSl2maVH+8jc66Nmw2Gw888MARa46JiBwtEAgA0KqZhJaI/93jz4NIslGRUEQy3tatW+nq6gLDILes/ynvn1ceKxI2NTVRXV19ruOJiCSlSCTCu+++C8CAAi8DC3wWJxL55saUBykOuoDY2poa/CNinYsvvpgbbrgBgMY1NTR+vd/iRCLJqW7ZHg5ui7XJHjduHIMHD7Y4kYikCg3qtIb+7pLsVCQUkYy3du1aALIKynG6T32R25tVgNufc8S2IiKZZt26dezfH7uA+50h+RanETkzNsNIHL/btm1j507NXhKx0k033cSIESMAqPlsO23VByxOJJJcDmyrp27JbgCuuOIKrr76aosTiUgqCIVCADjVltgS8b97/HkQSTZ6ZxCRjBaJRFizZg0A+RXDTmsbwzAo6D0UgFWrVp2zbCIiyeyLL74AYFChj+Kg2+I0Imeuf76XkkOzCePHtYhYw2azce+991JSUgJRk93vbaazqd3qWCJJob3mINVzY23e+/fvz2233Yah2SkichoSRUK7SgFWiP/du9TuVZKU3hlEJKNt3bqV1tZWgETh73QUVMTuW1NTQ01NzTnJJiKSrPbt25dYy/WS3lkWpxE5O4ZhcEnvbABWrlxJS0uLxYlEMpvH4+Ghhx4iEAgQ6QxTNXsj4XZdVJPMFmruoOq9TZgRk4KCAsaPH4/D4bA6loikiHhxSjMJraGZhJLs9M4gIhktPhMwWFCO23f6F7oD+WW4/dlHPIaISKZYuHAhADleh9YilLQwqjSA22EjHA7z5ZdfWh1HJOPl5+fz4IMP4nQ66TrQye73NhENR62OJWKJSEeYqjkbibSH8fl8PPzwwwQCAatjiUiKME2T9vbYrHwVCa3hstkBEs+DSLLRO4OIZKzDW40W9D69VqNxhmEkZhOuXLkS0zR7PJ+ISDIKh8MsXboUiM0i1CLskg5cDhsXlgcB+PLLL/W5LpIE+vbtyz333INhGLTXtFA9b6tem5JxopEou9/fRKipA7vdzs9+9jOKioqsjiUiKaShoYGOjg4ACn1ei9NkpgKvB4Da2lrNJpSkpCKhiGSsjRs3HtZq9JsVCQEK+44AYm339uzZ06PZRESSVWVlZeIkc3RZ0OI0Ij1nzKEiYV1dHfv377c4jYgAjBkzhh/+8IcAHNzWQO2XVRYnEjl/TNOk5tNK2qoPAnDXXXcxYMAAi1OJSKrZuXMnAC6bjSKfusBYoVcwNvs7Go2ye/dui9OIHEtFQhHJWMuWLQMgu7jvN2o1GufPLcGblX/EY4mIpLtNmzYBUBJ0EXRrLRxJH8VBF35XrBVQ/DgXEetdd911XH311QDUr6imaWOtxYlEzo/6ldU0b6wD4KabbuLiiy+2OJGIpKJ4kbAsEFAXGIv4nE7yPbHZhPHnQySZqEgoIhmpo6ODdevWAVDUd+QZPYZhGBQe2nbFihVEo1onRUTS38aNGwEYoLUIJc3YDIMBBbEWTPHjXESsZxgG48aNY8iQIQDUzK+krfqAxalEzq2DlQ3ULo7NnB07diw33nijxYlEJFXt2rULgIqg1jK1Unw2oYqEkoxUJBSRjLRmzRq6urowbHbyK4ac8eMUHWo5euDAAbZs2dJT8UREktLBgwcT7ZUHqkgoaSh+XG/dupVwOGxxGhGJs9vt3H///RQVFWFGTXa/v5nQgQ6rY4mcEx21reyZuxWAfv36cccdd2Bo9o+InIG2tjaqqmIDDnqpSGip+N9/27ZtRCIRi9OIHElFQhHJSPH2oPm9BuNwec74cTyBXIIFvY54TBGRdLVjxw4AHDaDitwzf+8USVb982MzCUOhkNYbFkkyPp+Phx9+GL/fT6QjzO6/byIa0kU2SS/hti6q3tuEGY6Sl5fH+PHjcTqdVscSkRS1ZMkSwuEwLpuNATnZVsfJaEPz8jCIDbxds2aN1XFEjqAioYhknKampsSsv8IzbDV6uKJ+scdYvXo1nZ2dZ/14IiLJqrY2tg5Uns+Jw6YR7ZJ+Am4HXmfsFCl+vItI8igoKGD8+PHY7XY6G9qp+Xw7pmlaHUukR5hRk+p5Wwm3hHC73Tz00EMEg0GrY4lIiopGoyxcuBCAC4sL8Ti0nryVcj1uhublArBgwQKL04gcSUVCEck4K1aswDRNHG4vuaUDzvrxCnoPx7DZCYVCiXUORUTSUbxoku/XiHZJX/m+2PGtIqFIchowYAC33HILAM2b6mjeoNeqpIe65XtorWoG4M4776S0tNTiRCKSyjZu3EhdXR0Al5WWWJxGAC4riz0PlZWV6loiSUVFQhHJOPG2oIW9h2Oz28/68ZxuL3llAwFYunTpWT+eiEiy2r9/P9BdRBFJR/EiePyiiogkn2uvvZbRo0cDUPP5djrqWi1OJHJ2Wnc3U7d0NwBXX301F154ocWJRCTVxWcR9s/Opsin9eSTwYDsbAq9seUNNJtQkomKhCKSUfbu3Ut1dTXQM61G4woPtRzdvHkzLS0tPfa4IiLJJF40ydNMwvOirjWU+Hne5nr2HVRL6/Mhz+8CNJNQJJkZhsGdd95Jfn4+ZsRkz4dbiGh9QklR4dYQez7aCiZUVFRw6623Wh1JRFLc9u3b+frrrwG4vEyzCJOFYRiJWZ3Lli1LDMIVsZqKhCKSUVasWAGA259DsKC8xx43r2wgdqebaDTKqlWreuxxRUSSSXt7OwAB19nPwpaT23ewkzdXd580rq9p5aUl1SoUngfx47utrc3iJCJyMj6fjwceeAC73U6oqYPar6qsjiRyRmoW7CDS3oXH4+H+++/HoXXDROQsdHV18dprrwFQ6vcn1sGT5HBRcSE5bjfhcJgZM2YQjUatjiSiIqGIZA7TNBNFwsI+wzEMo8ce22Z3kN9rCNBdiBQRSSemadLV1QWAw95z759yfF/ubKYjfOQJY3tXlK92NluUKHM4bLHjOxwOW5xERE6loqKCm266CYDGNTW071dHD0ktB3c0cnBbAwC33XYbBQUFFicSkVQ3d+5c9u/fjw0YN2gAth689iVnz2W386OB/YHY2oSLFi2yOJGIioQikkF27dpFfX09AIV9R/T44xf2GQ7EPuQbGxt7/PFFRKwUiUQwTRPoLqLIubOrseO4t+88we3Sc+JF8HhRXESS23XXXUdpaSkANZ9ux4yaFicSOT3Rrgg1n20HYPDgwYwdO9biRCKS6vbs2cO8efMA+FavcsoCfosTyfEMys3hwqJCAGbPnq1riGI5FQlFJGPE24D6sgvx5xSd8v7RaIRo9PTXNskp6YfT7TtiXyIi6eLwgonDpq+Q51o4cvyL3Ce6XXpOvAiuIqFIarDb7fzkJz8BoKO2lca1NRYnEjk9tUt3E24JYbfb+fGPf9yjnW5EJPNEIhFee+01otEohV4v1/XuZXUkOYnv9+tDwOmks7OTmTNnJgbkilhBV3hEJCOYpsnatWsByK8Ycsr7R6MRVsyZwoo5U067UGjYbOT1GgyQ2JeISLqIRLrfC1UjlHQWb8l0+DEvIsmtX79+XHHFFQDUflVFuF1FfkluoaZ2GlbtBeDGG2+kqOjUg1hFRE7ENE3efvttdu/ejQHcOqg/Tp20JTWf08ktA/oBsHHjRubOnWtxIslkercQkYywd+9e6urqgNMrEobaDtLR0khHSyOhtoOnvZ/4uoTbt2/n4MHT305EJNm5XK7Ez11hjXKU9NUVia0F6Xa7LU4iIt/ELbfcgtfrJdoVpXHdPqvjiJxU/aq9YEJeXh433HCD1XFEJMXNnz+fhQsXArE2o32ysixOJKdjREF+ou3oe++9x7JlyyxOJJlKRUIRyQhr1qwBwO3Pxp9TfM72k1PSF7vDhWmarF+//pztR0TkfHM6ndgOjUbtDEctTiNy7sSPbxUJRVKLz+fjyiuvBKBxbQ1RfVZJkgq3d9G8sRaIranpcDgsTiQiqWzlypW8++67AIwqyOeGPhUWJ5Jv4kcD+9MvO1bUfe2119iyZYvFiSQTqUgoIhlh3bp1QGym37lc68Fmd5BbNgBQy1ERSS+GYeDxeADojOjCq6SveJEwfryLSOq45pprsNvtRNrDNG+qtTqOyHE1rt2HGTHx+XxcdtllVscRkRRWWVnJq6++CkCfrCD/OHhgonW+pAaHzcZdw4ZQ5PMSiUR4/vnn2bt3r9WxJMOoSCgiaa+lpYXdu3cDkFc+8JzvL7csto+tW7dqPSMRSSvxmVWaSSjprDMSa6erIqFI6snOzubiiy8GoGHVXkxT7bEluUTDURrX1gBw1VVXada6iJyxffv28dxzzxGJRCjwerh72BCtQ5iivA4H9w0fRtDlpKOjg6lTp9Lc3Gx1LMkgeucQkbS3efNmIDbLL6vw3LddyC2NLTzc2dnJjh07zvn+RETOF7/fD0BbSAMgJH3Fj2+fz2dxEhE5E9dddx0AoaYOOurarA0jcpTW3c1EOsLYbDauvvpqq+OISIqqrq7mmWeeoa2tDb/TyX0jhuFzOq2OJWchx+Pm3uHDcNlsNDY2MnnyZOrr662OJRkibYuEW7du5Te/+Q3XX389I0eO5NJLL2X8+PHMmzfvpNvt37+f3/3ud4ntrrrqKh555BGWL19+yn2+99573H333Vx00UVccMEF3HzzzfzpT3+io6PjnO1TRE5t06ZNAGQV9cZmP/frPbi8QXzZhUfsW0QkHWRnZwNwsFNFQklfBzvCQPfxLiKppaysjLy8PADadmsUviSX+DHZp08ffc6IyBnZvn07kydP5sCBA3jsdu4bPpQ8dcBIC2UBPz8dNgSHzaCuro5JkyZRU1NjdSzJAGlZJHzrrbe49dZbeeutt9izZw8ul4vm5ma++OILHnnkEf73f//3uNtVVVUxbtw4XnvtNfbs2YPH46GhoYF58+Zxzz33MH369BPu87HHHuPf/u3fWLZsGaFQCMMw2LJlCxMnTuT222+nqampx/cpIqdmmmaiUJdT0u+87TentD+gIqGRlvGmAAAgAElEQVSIpJesrNiC6gc7wxYnETl34kXw+PEuIqln0KBBALTuPmBxEpEjxY/J+DEqIvJNbNy4kWeffZb29nYCTicPjh5BeTBgdSzpQYNyc7h/xHDcdjvNzc1MnjyZXbt2WR1L0lzaFQmXLl3Kf/3Xf9HV1cW4ceNYuHAhK1as4IsvvuD2228HYNq0acfMKAyHwzz88MPU1dUxZswYPvjgA5YtW8aiRYu44447iEaj/P73v2f16tXH7PPdd9/lhRdewG6389vf/pYVK1awcuVKnn/+eQoLC9m8eTP/8R//ccx2Z7NPETk9TU1NiSJ9TnGf87bf+L6qqqoIhULnbb8iIudSYiZhh2YSSvqKF8E1w0MkdcULMG3VBzAjWkdXkkO4vYvO+lgLXBUJReSbWrVqFX/5y18IhULkut08NHokJYeWg5D00i87i5+NGo7f6aC1tZVnnnmGLVu2WB1L0ljaFQn/53/+h2g0yrhx4/jDH/5AYWGs5V9BQQG///3vufTSSwGYOXPmEdvNnj2byspKgsEgU6ZMoV+/2Iyj3Nxc/ud//ofrr7+eSCTCxIkTj9guEonw9NNPA/DQQw9xzz334HK5ALj66qt59tlnMQyD+fPns2LFih7Zp4icvu3btwNgszvx5xSft/0G88sBiEaj7N69+7ztV0TkXOpuN6qZhJKeTNNUu1GRNBAvwJjhqNYllKTRvvcgAA6Hg759+1obRkRSyuLFi3n55ZeJRCIU+bw8NHoE+V61GE1nZYEAD44aSbbbRWdnJ1OmTGHt2rVWx5I0lVZFwlWrVrF582b8fj+//vWvj3ufX/3qV/zmN7/hJz/5yRG3z5gxA4Bbb72V3NzcY7b7xS9+AcCiRYvYv39/4vZFixaxc+dObDYb999//zHbjRo1KrEY9axZs3pknyJy+nbu3AlAIL8Uw3b+3vKcHh+eYGwtlB07dpy3/YqInEvdMwnDRE3T4jQiPa+tK0rk0KGdk5NjbRgROWPZ2dk4nU4AIu1dFqcRiQkfOhZzcnISx6eIyMlEIhFmzZrFzJkzMU2TXoEAD44aQZbbbXU0OQ8KfV4eGjWSAq+HcDjMCy+8wLx58zB1Li49LK2KhB9//DEA11577XGLbgAXXHABDzzwADfeeGPitra2NtasWQPAFVdccdztRo0aRTAYxDRNFi5cmLj9q6++AmDo0KGJxdGPduWVVwIcsd3Z7FNETl+8QJdV0Ou87zuroPyIDCIiqS5eNImY0BZSy1FJPwc6umfJaiahSGqLd/iJdqndqCSH+LEYPzZFRE6mtbWVqVOn8umnnwKxter+aeRwfBpkkFFyPLHWsr2CAUzTZM6cOUybNk1LG0mPSqsi4caNGwEYNmwYpmny7rvv8uCDD3LDDTfwgx/8gEcffTQxq+hw27dvJxqNfVnr37//cR/bZrPRu3dvgCN6AG/duvWk2wGJNhJ79uyhra3trPcpIqcnEomwZ88eAIL5Zed9//F9VlVVnfd9i4icC4cXTQ5oXUJJQ/EiodPpxOfzWZxGRM6GxxNrwxbt0ueVJIf4sejWDCAROYW9e/cyYcIENm3aBMDV5WXcO3wobofd4mRiBb/Tyc9GjeDCotiyaitXrmTSpEk0NjZanEzSRVoVCSsrKwEIBAL87Gc/49///d9ZsGABVVVVbN26lZkzZ3LLLbcwb968I7Y7vJVnSUnJCR+/qKgIgNra2mO2LS4+8Vpn8e0O3/Zs9ikip6euro5wOHaxz597/tYjjIvvs7Gxkfb29vO+fxGRnubz+RLtsQ6fcSWSLg4cth6hYRgWpxGRs9E9k1BFQkkOKhKKyOlYu3YtTz31FHV1dThsBj8ePJDv9euDTd9NM5rTZuMfBw3gpn59sQG7d+/mj3/8I9u2bbM6mqQBh9UBetLBg7FFoP/0pz9RW1vLPffcwwMPPEBxcTHr1q3j97//PevXr+dXv/oVf/vb3xKLmbe0tCQeIz7a8Hjivzv8/q2trQB4vd4Tbnf47+Lbns0+v4lIJJIYdSKSaeIzfe0OF27/+W8Z5ssuTPz81VdfUVpaet4ziIj0NI/HQ1dXF61qNyppKH5cOxwOfYcWSXHxc2jDrouqkhwMe2ycflNTkz5jROQYpmmyfPlyli5dCkCWy8Xdw4ZQHgxYnEyShWEYXFleSpHfy8yNm2lpaeGZZ57hqquuYsSIERrkKCcUiUSw2088EzmtZhLGW3nW1tby8MMP89vf/paKigpcLhcXXXQR06ZNo6Kigo6ODiZOnJjYLhKJXQxwOp0nfTHFRyLG7w8kZimdbNHpw/vNx7c9m32KyOlpaGgAwJdTaMkHpcPlwe3LAqC+vv68719E5FyID2Bq18wMSUNtodhyACcbxCciyS8UCiUGEbvz1DpYkoM7LzaAvKGhAdM0LU4jIsmkvb2d9957L1Eg7B0M8ssLRqlAKMc1MCeHX4wZTZHPSzQaZcGCBXz88cd0dXVZHU1SVFrNJIzz+/388z//8zG3BwIBxo8fz3//93/z6aef0tHRgcfjSbR66OrqwjTNExYT4guCHl4QjF9AONmL8PCFROPbns0+vwm73c6QIUPOaFuRVLdw4UIA/DlFp7jnuePLKaKz7QCmaeq1KCJpIT8/n9raWtq6olZHEelx8eJ3cXGxPrdFUtj27dsTP6tIKMkifiyGQiGKi4vJzc21OJGIJIPKykqmT59Oc3MzAJeUFPOD/n1x2NJqbo/0sHyvh5+PHsVbW7ayvr6BLVu20NzczAMPPEBZWZnV8STJrFq16qS/T6t3G7/fD8DIkSNP2P7z4osvBmLFuR07dhyxHUBnZ+cJH7+jowOIFRuP3mf8d8dz+Fpk8W3PZp8icnria3l6s/Ity+A7tO/D1yEVEUllPl/sApdmEko6ih/X8eNcRFLT3r17AXD4Xdg9aTk2WlKQO8cDttgA8erqaovTiIjVotEoH3/8MU8//TTNzc24bDZuHzyQHw3srwKhnBa3w86dQwfzg/59sRsG+/fvZ8KECXz55ZeasS7fSFq94+Tnxy7Gn+ykPju7e12yeAHu8HXCTnYhf9++fQAUFXXPSiopKTnt7QzDoKCg4Kz3KSKnFo1Gu4uEwTzLcngO7TueRUQk1cW/Z3VoJqGkofZDx7WKhCKpbdu2bQC4848/eFjECobdhjs3dkzGj1ERyUytra0899xzzJ49m2g0SrHPxy8vGM2YokKro0mKMQyDK8pKeWj0SHLcbrq6upgxYwbTp08/6cQkkcOlVZFw8ODBANTU1JzwPk1NTYmf4wW7vn374nDERhce3pbkcNFolF27dgEwcODAxO3xn+OzEo9n586dAJSXlydmOJ7NPkXk1BobGxNreVpZJPRmxfbd1NSk3uAikhbiLdI1MFHSmRVrGYtIz2hpaWH16tUABAdY11FE5HiCA2Lnh0uWLCEcDlucRkSssH37dh5//HG+/vprAC4uLuLnY0ZS6NPAFjlzvYIBHrlwNMPyYq2sly5dypNPPpnoriByMmlVJLz00ksB2Lhx4wkLhcuXLwcgNzc3MZvP6XRy4YUXAvDll18ed7u1a9fS0tICwNixY4/Z59dff82BAweOu+2iRYuOuO/Z7lNETi0xc88wcAdyLMsRL1CapkldXZ1lOUREeppqKJLO1J5HJHUtXbqUcDiMzWUne5CKhJJccoYVgRErZq9Zs8bqOCJyHkWjUebNm8fkyZNpamrCabNx2+CBjBs0AJfdbnU8SQNeh4O7hg3hpn59sRkG+/bt48knn2Tx4sU6v5GTSqsi4fe//308Hg+mafLkk08e8/v29nZefvnlxH3th70B33TTTQC8+eabNDQ0HLPtn//8ZwCuueYaevXqlbj9kksuobCwkHA4zAsvvHDMduvWrWPhwoUA3HnnnUf87kz3KSKnFi/IefzZ2GzWfdlyeYPY7I4jMomIpDKdXEg6U/FbJLVFo9HEIN3sIQXYnLroKsnFGXAR7Beb5fHFF19YnEZEzpeDBw8yZcoU5syZQzQapcjn5ZcXjOJCtReVHmYYBleWl/LQ6BGJ9qMzZ85k2rRpiaXXRI6WVkXC3Nxc/uVf/gWAd955h0cffZT6+noAqqqq+PnPf87OnTvJzs7mkUceOWLbH//4x/Tp04fm5mbGjx/Pxo0bAWhububRRx/lk08+weFwHLOd3W7nX//1XwGYMmUKU6dOTfT7Xbx4Mb/85S8xTZPrrruOMWPG9Mg+ReTUEkXCgHWtRiH24ewJxE4CVSQUkXQQLxKqliLpyCDeTlfFcJFU9PXXXyc6iuSMKLY4jcjxxY/Nbdu2JZaYEZH0tXnzZh5//HE2bdoEwNiSIn45ZhRFWgNbzqGKYJBHLhzNiPzYddGVK1fyxBNP6HNHjsthdYCeNn78ePbt28fLL7/MzJkzmTlzJllZWYlWoMFgkEmTJiXWI4xzuVxMmjSJ+++/nw0bNvCjH/2IYDBIa2sr0WgUgN/97ndccMEFx+zztttuY9WqVbzxxhv88Y9/ZNKkSTidTtra2oDYWolPPPHEMdudzT5F5OQSRcKgda1G4zyBHNqaaxODFkREUll89KHTrjKhpJ/4ca1RtiKpp6Ojg7/97W8A+Cuy8eTr4qskJ39FNu48L50N7cyYMYNf/epXR3S6EpH0EIlE+OCDD5g3bx6maeK227l1YH9GFRacemORHuB1OLhz6GCW1Ozj/cod1NXVMXHiRG655RauvfZarcMuCWk1kxBis3b+8z//k5deeokbbriB/Px8Ojo6qKio4O6772bWrFlcfvnlx9126NChzJ49m7vvvpvy8nI6OjoIBAJcc801vPzyy9x+++0n3Ofvf/97JkyYwKWXXorH46Grq4u+ffvyi1/8gtdee41gMNij+xSRk4sX5OKz+KzkObQuYWKdRBGRFNbU1ARAttdpcRKRnpftiY2hbGxstDiJiHxTc+bMoampCcNuUHJNP6vjiJyQYRiUfrs/ANXV1XzyyScWJxKRntbU1MQzzzzD3LlzMU2T8oCfRy4crQKhnHeGYXBZaQk/HzOKAq+HSCTCrFmzeO6552htbbU6niSJtJtJGHfFFVdwxRVXfOPtioqKePTRR3n00Ue/8bY33XRTYp3B87VPETlWNBpNzCT0Bq0vEsYzqN2oiKSDePEkXkwRSSfZ3thxHS+Gi0hqqKysTKzvVnhpBa4cj8WJRE7OWxIkb0wJDatr+PDDDxk9ejTFxWqRK5IONmzYwKuvvpoowFxVXsqNfXrjsKXdXB1JIaUBP7+8YDRztm1n5f5a1q9fzxNPPMEDDzxAnz59rI4nFtO7k4ikncbGRrq6ugDwZlk/SssbzAegoaGBUChkcRoRkTMXjUa7ZxKqSChpKEszCUVSTmdnJzNmzMA0TTyFfvIuKLU6kshpKbysAmfQTTgcZsaMGUQiEasjichZiEajvP/++0ydOpXW1la8Dgf3Dh/K9/v1VYFQkoLbbue2wQO5bdBAnDYbjY2NTJo0iQULFmhN9gyndygRSTv79+8HwDBseALWr0nozYoVCU3T1GxCEUlpjY2NiXWT4zOuRNJJvPjd3NysgT0iKSASifDSSy/Fvv/bDEqv749h0/o6khpsTjsl3461xt2+fTszZ87URVqRFNXS0sKUKVP48MMPMU2TXoEAj1wwmiF51ne3EjnahcWF/GLMKAq9XiKRCG+++SbTpk3TuuwZTEVCEUk78SKhJ5iLzWb9AvAubwC7wwV0ZxMRSUWVlZUAuOwGeT6tSSjppzTLDcQG9uzYscPaMCJyUqZp8vrrr7NhwwYASq7pi6fAb3EqkW8mUJFDwdhyAJYsWcL7779vcSIR+aa2b9/O448/zqZNmwC4vLSEB0ePIMfjtjiZyIkV+3384oJRjCqITWxYuXIlTz75JHv37rU4mVhBRUIRSTvxD7T4DD6rGYaRyKIPWxFJZVu3bgWgT54Xu2ZqSBryuewUB2MDe+LHu4gkpw8++ICvvvoKgPyx5eSO0HpukpoKLu1F9rBCAD766CMWLVpkcSIROR2mafLZZ58xefJkmpubcdlt3DFkEDcP6Kf2oj2otq098fOHO3ZRc2itRzl7brudnwwZxC0D+mE3DPbv38+ECRNYtmyZ1dHkPNM7loiknd27dwMQyC2xOEm3QF4sSzybiEgqihdN+uZ5LE4icu70zfMCKhKKJLPFixfz4YcfApA9tJDCS3tZnEjkzBmGQem1/fD3ji2V8cYbb7Bu3TqLU4nIyYTDYV577TXefvttotEoxT4vvxwzmlGFBVZHSys1ra28vmlL4v/r6up5fu3XKhT2IMMwuKy0hIdGjyTH7SYUCvHqq68ye/bsxFIjkv5UJBSRtBIOhxOz9eKFuWQQz1JVVWVxEhGRM9PY2Eh9fT3QXUQRSUf9Dh3fO3fu1LqEIklowYIFvP766wD4e2dTel0/DEOz2yW1GXYbvb47CE+hH9M0efHFF1m5cqXVsUTkOFpaWnj22WdZsmQJAKML8/n5mFEU+nSO1NMWV9fQEYkccVt7OMzi6hqLEqWvXsEA/3zBKAblZAPw8ccf8+KLL9LZ2WlxMjkfVCQUkbRSXV1N5NAXiEBeqcVpusWzHDhwgObmZovTiIh8c/ELVR6njZKg1teQ9NUnz4PNgEgkwtq1a62OIyKHRKNRZs+ezZtvvolpmniLA/T67mAMuy5rSHqwuexU3DwEV66XSCTCtGnT+PTTT62OJSKHqampYcKECWzbtg2AG/pUcPvgQbjsdouTpaedBw58o9vl7PicTu4ZMYzLS2MTHdauXcukSZNobGy0OJmca/o2LSJpZefOnQC4vAFc3oDFabr5sgsxDvWkj2cUEUkVpmmyePFiAEaXBrQeoaQ1r9PO4CI/QOK4FxFrhcNhpk+fzscffwxAoG8uvX80DJtLF2UlvTh8Lvr+4wi8pUFM02TWrFm88847avkmkgQ2bNjAU089RX19PU6bjTuHDua6il6azX4OhaPmN7pdzp7dMLh5QD9uGdAPG7Bnzx4mTJiga5lpTkVCEUkrmzdvBiCrqLfFSY5kszsI5pcD3RlFRFJFZWUltbW1AFxUkWVxGpFz7+JeQSC2LmH82BcRa3R0dDB16lSWLVsGQM6IInp9fzA2pwqEkp7sHge9fziMYP88AObPn88rr7xCOBy2OJlI5lqwYAFTp06lo6ODoMvJg6NGMLIg3+pYIufMZaUl3DdyGB67nQMHDvD005NZsWKF1bHkHFGRUETSRiQSYcuW2ILGOSX9LE5zrJzS/gBs2rTJ4iQiIt9MfDZVebZbrUYlIwwo8JHtcQDw5ZdfWpxGJHPV1tYyadKkxCC7wssqKLm2H4ZmtEuaszlslH93ELmjioFY2/c//elPWrpCxAJz585NtLou8/v55ZhRlAeTp3OVyLkyMCeHn48ZRb7HQ1dXmFdeeUXnRmlKRUIRSRu7du2io6MDgNyS/hanOVbuocJlbW0tDQ0NFqcRETk9zc3NrF69GoCLemkWoWQGm2Fw4aHZhF999RWdnZ0WJxLJPMuXL+eJJ56guroaDCi9vj8FY8vV1k0yhmEzKP5WX4quiHXJqays5PHHH2fDhg0WJxPJDKZp8v777/P3v/8dgCG5OTw4egRZbg2alMxR6PPy8zEj6R2MtcGeMWMGX3zxhdWxpIepSCgiaWPjxo0AeLPycfuT70J2IK8Uh8sDoBM7EUkZc+fOpaurC5/TxshSjZiVzHFRrywcNoOWlhY+++wzq+OIZIxQKMTMmTN55ZVX6OzsxOF30efW4eQMK7I6msh5ZxgG+ReV0eumwdjcdlpaWpgyZQpz5swhEolYHU8kbZmmyXvvvceHH34IwPD8PH46bAguu1pdS+bxOZ3cP2IYfbNigyjfeOMNPv/8c4tTSU9SkVBE0oJpmixfvhyAvLKBFqc5PsNmI7d0AID6eItISqirq2PRokUAfGtALm6HvjpK5sjyOLi0TzYAn3zyCa2trRYnEkl/+/btY8KECYk21/7eOfS7YxS+suQbAChyPgX75dH/J6PxFscGbM2bN49nnnmGpqYmi5OJpB/TNHn33XeZO3cuACML8rljyCAcNp0LSeZyO+zcN2IY/bNj38neeust5s+fb3Eq6Sl6dxORtLBz507q6uoAKOo3yuI0JxbPtm3bNurr6y1OIyJych988AHRaJQsj4OxFbpAK5nn6n45uB02Ojo6+OSTT6yOI5K2TNNkyZIl/PGPf2Tv3r1gQNEVvam4eQgOr9PqeCJJwZnlps+44eRdWAp0tx9dt26dxclE0odpmrz99tuJ4seYwgJuHzIIuwqEIrjsdu4dPpSBObGBlO+88w7z5s2zOJX0BL3DiUhaWLp0KQD+nCL8ucUWpzmxnJJ+OD1+gMTMRxGRZFRdXZ14n7puYC5Ou742Subxuexc2S8HgM8//5zm5maLE4mkn6amJp577jmmT59OKBTCEXDRZ9wI8i8q0/qDIkcx7DaKr+xDrx8Mwe520NraynPPPcerr76qGe8iPWD+/PmJNooXFhVy2+CB2PVZJJLgtNu5e/hQhuTGzpHmzJnDsmXLLE4lZ0tXe0Qk5YXDYVauXAlAUb/RFqc5OcNmo7DvSCBW2DRN0+JEIiLHikajvPHGG5imSb7fyZiyoNWRRCxzeZ9s/C47XV1dvPXWW1bHEUkbpmny1Vdf8Yc//IH169cDEOyfG2svWqrPHZGTCfY99Fopj3V6WLZsGY899hhr1661OJlI6lq/fj2zZ88GYHRhAeMGDcCmAqHIMZw2Gz8dNoQBh2YUzpgxgx07dlgbSs6KioQikvKWLFlCW1sbhmGjsO8Iq+OcUvGhlqO1tbV8/fXXFqcRETnWokWL2L59OwA3DSvAbtPJsWQut8PGd4bkA7B69WpdgBXpAY2NjUyZMoXXXnuNjo4O7B4H5d8ZRPn3BuPwqL1oMjjRYEYNckwezqCb3j8aRsm1/bA5bRw4cIDnn3+eadOm0dLSYnU8kZRSU1PDtGnTME2TXoGACoQip+Cw2bhz6GDyPR7C4TAvvPCC1slNYSoSikhKi0QifPzxxwAU9huJyxuwONGp+XOLySnpD8BHH32kE20RSSpNTU2JEbRjyoIMKPBZnEjEeqPLAvTP9wLwt7/9jY6ODosTiaQm0zRZvHgxf/jDH9i4cSMAwQF59P/pGLIG5au9aBIxw7FzlJtvvpnHHnuMm2+++YjbJTkYhkHuyGL63zkGf6/YjI4VK1bwhz/8gdWrV1ucTiQ1xNv2dnZ2EnQ5uXv4EJxag1DklLwOB/cMH4rbbk8MVAmFQlbHkjOgdzwRSWkrV66kvr4egIrhV1qc5vRVjLwKgJ07d7J161aL04iIdHvzzTfp7OzE57Lx3aH5VscRSQqGYXDziEIcNoPm5mbmzJljdSSRlLNv3z6eeeYZZs6cSWdnJ3avg/LvDqLX9wbj8Gn2YLIxo7Fi4Le+9S3cbjff+ta3jrhdkoszy03FD4dScl0/bE47LS0tvPjiizz//PM0NjZaHU8kaUUiEV5++WXq6upw2AzuGTaUoMtldSyRlFHo83LHkEEYQFVVFTNnztRkiBSkIqGIpKxoNMq8efMAKOg9DG9W6lzMziqsIKuwFwBz5861OI2ISMyKFSsSrRS/N7QAn8tucSKR5JHnc/LtQXkALFy4kC1btlicSCQ1hEIh3nvvPf7v//4vMTgua1B+bPbgwNT5/p5pjEOtxhcsWEBnZycLFiw44nZJPoZhkDuimP4/HY2/d2xW4dq1a/l//+//MX/+fCKRiMUJRZLP559/zubNmwEYN2gg5cHk704lkmwG5+Xy3b59AFi+fDkrVqywOJF8UyoSikjKWrp0KTU1NQD0GpE6swghdgLXa3hsNuHmzZvZsGGDxYlEJNM1Njby+uuvAzCo0MeoUp0gixzt8j7ZlGW5AfjrX/9KW1ubxYlEktuGDRt47LHH+Oijj4hEIrHZTjcPofw7g3B4NXswmRmOWDFwzpw5/PrXv07MoI7fLsnLGXT/f/buO7qqMu37+Hefnt57SKWEQBI6SFMRGBAdxALYHR0dfRxnGJ131Gk+a8ZnRmd0jYKDY6+gFBEsFFF67zVITUIq6T2n7/ePQwKMgARI9klyfdZyrayds9k/F+xz9rmv+75uut2URuz47uh9jNjtdpYsWcLLL7/csue0EMLz/WfZsmUADImOIisiXONEQnRcI+Ji6B0aAsCSJUtoamrSOJFoDSkSCiE6pMbGRr744gsAIhL74B8SrXGi1guJTSUwMgGARYsW4XQ6NU4khOiq3G43H3/8MVarFV+Tjsl9I2RfKCHOQ69TuDUzEqNeobq6mgULFkg7HSHOo6amhvfff5833njDszWATiFsYBwp0zPxTwzROp64BBd6DpDng45BURSCeoSTencWIX2jACgqKuLVV19l3rx5MslFCODzzz/HbrfjbzQyLilB6zhCdGiKojApJRmjTkdtbS1Lly7VOpJoBSkSCiE6pKVLl9LQ0IDeYCKp/w1ax7ksiqKQOmgCKAplZWWsXr1a60hCiC5q1apVHD9+HIDJfSPxNxs0TiSE9wr3N/GTNM9M8927d7Njxw6NEwnhPVwuF+vWrePvf/87e/bsAcA3NoCUaZlEDuuGzihtrIVoT3qzgehrk0m6vS/mcF8ANm/ezN/+9je2bdsmE11El3Xw4EH27dsHwMTkRHwM8v1HiCsVbDEzJsGztdKGDRs4efKkxonEpZIioRCiw8nPz2fjxo0AJGSMxuwboHGiy+cXHEFsryEAfPPNN1RWVmqcSAjR1eTn57e02RnULZBekX4aJxLC+w2MD6BXpGewdeHChZ6VUkJ0cbm5ufzrX/9i0aJFWK1W9BYDMTekknBLOuZQH63jCdGl+UT5k3xHBlEjE9EZddTX1zN37lxee+01iouLtY4nRLuy2+189tlnACe6i40AACAASURBVKQEBZEpbUaFuGqGx8YQ5euDqqosWLAAt9utdSRxCaRIKIToUJxOJ/PmzUNVVXyDIojpNUjrSFcsIWMUJh9/HA4H8+bNkw9QIUS7sVqtfPjhh7hcLsL9jIxPC9M6khAdgqIo/LRvJP5mPTabreU+EqIramhoYN68ebz66qsUFBQAEJweScrdWQSnSftqIbyFolMIzYoh5a4sAlJDATh+/Dj//Oc/+eKLL7DZbBonFKJ9bN68mcrKSvSKws2pyfI5JcRVpNfp+Gn3FMAzIbl5xa7wblIkFEJ0KF9++aVn8EFRSB08EZ2u47csMhjNpAz8CQCHDx9m7dq1GicSQnQVn332GWVlZegVuC0rCpNeHg2FuFR+Jj1TMiIByMvLk303RJfjdrvZunUrf/vb39i8eTOqqmIO9yXptj7EXJ+CwWLUOqIQ4jyM/mbiJ/Sk281pGIMsuN1uVq1axd///nf27dsnLUhFp+Z2u9mwYQMAA6IiifCVle5CXG2JgYGkhXr2oF6/fr3GacSlkJEgIUSHkZ2d3VJA69ZnJEGR3TROdPWEJ6QRldoPgK+++kr6dgsh2tyOHTvYvn07AOPTwokJNGucSIiOJzXclxHJwYBnb8/Dhw9rnEiI9lFUVMSsWbP45JNPaGhoQGfSEzUqieQ7MvCJ7rhbAQjRlfgnBJMyPZPwIfEoeoXq6mreffdd3nrrLcrLy7WOJ0SbOHLkCGVlZQAMi4nWOI0QnVfz/XX8+HGKioo0TiN+jBQJhRAdQk1NDXPnzgUgMKIbCX1Hapzo6ksZOA6fwDBcLhcffvghVqtV60hCiE6qrKyMBQsWANAr0pchCYEaJxKi4xrTI5S4IDOqqjJnzhzq6uq0jiREm3E4HHz99de89NJL5OTkABDYI4yUu7IIzYxG0UnLNiE6Ep1BR8TgeFLuzMIvwTPpJTs7mxdffJHVq1dLK23R6TSvakoOCiTKz1fjNEJ0XinBQYT7WABaVu8K7yVFQiGE13O5XHz00UfU19djMFnoOXwyiq7zvX3pDSZ6jZiCotNTXl7esveiEEJcTc0TEWw2GwFmPZP7Rso+HEJcAb1O4fasKMwGHbW1tcydO1c+v0Wn1Lx32cqVK3G73ZiCLST8tDdx43tg9DNpHU8IcQVMQRa63dSLuIk9MfiZcDgcLFmyhFdeeYXCwkKt4wlxVVRUVJCdnQ3IKkIh2ppOURh6+j7bsWMHjY2NGicSF9P5RtmFEJ2KqqosWLCAY8eOAdB96CQsfkEap2o7/iFRJA8YC8Du3btZvny5xomEEJ3NihUryM/PB+DWzCh8TR1/b1chtBbia+SmPuEAHDp0iI0bN2qcSIirx2q1Mn/+fGbNmkVpaSnoFMIGxpI8LRO/bp33uVyIrkZRFAJTQkm5K5PgvlEA5Ofn8/LLL/P111/jcDg0TijEldmxYweqqhJoMpEWFqp1HCE6vf6REZh0Oux2O3v37tU6jrgIKRIKIbza6tWr2bJlCwAJGaMI75amcaK2F9NjYMv+hCtWrGDHjh0aJxJCdBY5OTmsXLkSgBHJwSSH+WicSIjOIyMmgIwYfwCWLFniKaYI0cEdOHCAv//972zatAkAS6QfyXf0JXJYAjqDDCcI0RnpTQZirk0mcUo6pmALbreblStX8o9//IPjx49rHU+Iy9a8d3SfsFD00klFiDZnMRjoEeJpZX3kyBGN04iLkad6IYTX2rdvH19++SUAEYl96NZ3lMaJ2oeiKKQOnkBQVBIAn3zyCSdOnNA2lBCiw7PZbMyZMwdVVYkKMHF9D5k9K8TVdmN6OIEWAw6Hg48//lj2chIdltVq5eOPP+btt9+mpqYGxaAjckQiSbf1xRLup3U8IUQ78I0NJHlaJmED40CnUFZWxqxZs1i0aBFOp1PreEK0itVqJTc3F4DUYFkFL0R7ab7fjhw5gtvt1jiNuBApEgohvNLJkyf56KOPUFWVgPB4egy7qUvtmaXT6ek96lZ8AsNwuVy88847lJWVaR1LCNGBLV68mPLycvQK3JoZiUHXdd5ThWgvPkY9UzIiAc+zzDfffKNxIiFaLz8/n5deeqmlm4VffBAp0zMJ6xeDIp8dQnQpOoOOyGHdSL6jL5ZIzwSBdevW8corr8j3U9GhHD9+HLfbjQ5ICgrUOo4QXUZzkbChoYGioiKN04gLkSKhEMLrFBYW8p///AeHw4HZL5j00bej0xu0jtXuDCYf0q+dhsHsS0NDA//+97+pqKjQOpYQogM6duwYmzdvBuCGnmFEBZg1TiRE55Uc5sM1SZ4vwytXrqSkpETjREJcGlVVWbt2La+88grl5eUoOoWoUUl0+2kapiCL1vGEEBqyhPuRdFtfwgfHgwIFBQW89NJL7Ny5U+toQlyS5laH8QEBWAxdb3xJCK2EWiwEmz3jD9Jy1HtJkVAI4VVKSkp4/fXXaWxsxGjxo+/10zFaum5LI5+AEPpcOxW9wUR1dTWzZ8+murpa61hCiA7E5XKxcOFCAOKCzAxLkvY6QrS1MT1CCfU14na7WbhwIaqqah1JiItqaGjgnXfe4fPPP8flcmEKspB0e19CM6O7VDcPIcSFKTqFiCHxJEzujcHPiM1m46OPPmLu3LnYbDat4wlxUc37aaYEyypCIdqToigtqwllX1vvJUVCIYTXKCsrY/bs2dTX12Mw+9B3zN34BIZpHUtzAeFxpF83HZ3eSEVFBbNnz6aurk7rWEKIDmLt2rWUlJSgADf1iUAng70dwoWKSlJs6hiMeh0Te4cDnpW8stJCeLPc3Fz++c9/cuDAAQCCeoWTNDUDS0TXnagnhLgwv7ggkqdl4pcYDMC2bdt4+eWXZeW88Fput5tTp04BEOsnn21CtLeY0/edfE54LykSCiG8QmVlJbNnz6a2tha90Uzf6+/CLzhC61heIyiyG+nX3oGi01NaWtpSTBVCiIupqqpi+fLlAAxOCCImUNqMdhROt6cYeNNNN/Hiiy9y0003nXNceL8eEb70jvJ8IV6yZAlNTU0aJxLih44cOdLSqUIx6Ii5IZXYsd3Rm/RaRxNCeDGDj5Fuk3oROSIRdAqlpaXMmjWLgoICraMJ8QNVVVU4HA4AInx9NU4jRNcT4esDeMZ+7Xa7xmnE+UiRUAihubKyMmbNmkVVVRV6g4k+19+Jf2i01rG8TnB0Mr1H3Yai01FcXMxrr71GTU2N1rGEEF7siy++wG6342fSM6ZHiNZxRCu4TtcCR40ahdlsZtSoUeccFx3DhLRwjHqFuro6VqxYoXUcIc5x8OBB3nzzTex2O8YAM8lTMwhOk0l6QohLoygKYf1iSJqSjt5ioKGhgddee43c3FytowlxjuZVhDpFIdQikyaFaG+Rp4uEqqpSXl6ucRpxPlIkFEJoqqioiJkzZ7YUCNOvm0ZgeJzWsbxWaFwPeo2YgqLTUVJSwqxZs6isrNQ6lhDCC5WWlrJnzx4AxvUKxWKUVSEdif50V9j169djs9lYv379OcdFxxDkY2B0iqdAv2nTJhoaGjROJITH3r17effdd3E6nZiCLSTemo45xEfrWEKIDsgnOoDEKekYfI1YrVZef/11jh49qnUsIVo0FwnDLBb0OhkKF6K9+RuNmPWe8QhpOeqd5J1RCKGZvLw8XnvtNerq6jCYLPQdcxdBkQlax/J64d3SSB89FZ3eQHl5OTNnzqS0tFTrWEIIL7N69WpUVSXYx0BGTIDWcUQrGXSeauBXX33F008/zVdffXXOcdFxDE4MwmzQYbfbW4q9Qmhpx44dvP/++7hcLsyhPiROScfoLysrhBCXzxzqS+KUPhj8TdhsNt548w0OHTqkdSwhAE/3KjjT8lAI0b4URWm5/2T80jtJkVAIoYljx44xe/ZsGhsbMVr8yLjhHgJkBeElC4lNpc9109EbTFRXVzNz5kyKioq0jiWE8BK1tbVs374dgGuSgtFLYanDUZTz/51d6LjwXhaDjsEJgcCZlaFCaOXw4cPMmTMHVVWxRPiRMCUdg69J61hCiE7AFGwh6dY+GIMsOB1O3n77bdmjUHiF6upqAILNMiFGCK0033+ybZJ3kiKhEKLd7du3jzfeeAObzYbZN5DMsffiFxKldawOJygqkb5j7sJgslBfX8+sWbM4fvy41rGEEF5g7dq1OJ1OfI06+sfLKkIhtDYsMQi9TqGhoYGtW7dqHUd0UXa7nfnz53sKhJF+JEzujcFi1DqWEKITMQaYPauTgyy4XC7mz5+P2+3WOpbo4pqLEoEmmRQjhFaa7z8pEnonKRIKIdrVhg0beO+993A4HFj8Q8gYdx8+gWFax+qwAsLjyBh7L0aLH01NTbz++uste5AJIbomt9vNli1bABiSGIRJL497QmjN32ygX5ynYL9582aN04iuasWKFVRUVIBOIfaG7ujNBq0jCSE6IaOfidgxKQCcPHlSWm0LzTUXJQJMMjFGCK00339SJPROMmokhGgXqqry9ddfs3DhQlRVxT8slqzx92PxC9I6WofnFxxJ1vgH8AkIxel08sEHH7Bu3TqtYwkhNFJQUEBDQwMAWbGyilAIb5EZ6w9AcXFxS9srIdpLYWEhq1evBiB8YCzmUNmXSQjRdnxjAwlOjwRg6dKlVFVVaZxIdFVOp5P6+noAAs2yklAIrchKQu8mRUIhRJtzuVzMnTuXlStXAhAS252MG+7GaPHTOFnnYfEPJnPc/QSExaGqKosWLeLLL7+U1i5CdEHff/89AKG+RkJ8ZbasEN4iPsiC2eD5+nX48GGN04iuRFVV5s2bh9vtxhRsIWyg7AMuhGh7kdckoPcxYrPZWLRokdZxRBdVW1vb8rO0GxVCO81F+vr6epxOp8ZpxH+TIqEQok1ZrVbeeusttm/fDkBUahbpo+9Ab5CHs6vNaPGl7w13ExrXA4DvvvuOOXPmyIevEF1Mc5EwNVxWiQjhTfQ6heQwz33ZfJ8K0R5KS0s5efIkANHXJqOTNtRCiHagtxiIGpEIwP79+7FarRonEl3R2UVCfykSCqGZgLPuv7q6Og2TiPORbwdCiDZTVVXFzJkzWwbCuvUdRfchk1B08tbTVvQGI71H3U509/4A7Ny5k9dff72l9aAQonOzWq3k5uYC0D3cV9swQogf6H66SHj48GFZ7S/aTVlZGQCKXsE3LlDjNEKIrsQv8cz2Is3vRUK0p+YioUmvw6zXa5xGiK7L33imy9HZxXvhHWSkXgjRJgoKCnjllVcoKipCUXR0HzqJxMzRKIqidbROT9HpSB08kcSs6wE4fvw4r776KuXl5RonE0K0tYqKipbCQ3ywReM0Qoj/1nxfNjY20tjYqHEa0VWUlpYCYAqyyLO4EKJdGSxG9GYDcOa9SIj21FyMCDDKKkIhtGTW6zGeXjQiKwm9jxQJhRBXXXZ2NjNnzqSmpga90Uyf66cTndpP61hdiqIodOsznF4jpqDo9JSWlvKvf/2LnJwcraMJIdrQ2W2cLAZ5zBPC21iMZ+5Labsm2ktLkTBE2lALIdqf6fQEGSkSCi00FyP8TbJXuxBaUhSl5T6UlYTeR0aPhBBX1YYNG3jrrbew2+2YfQPJHHcfwdHJWsfqsiIS08m44W4MZh8aGhqYPXs2e/bs0TqWEKKNNBcdDDoFvU5WiwjhbcxnFe+bmpo0TCK6ksrKSgCM/rKKQgjR/gyn33ua34uEaE81NTXAufuhiY5DVdVWHRferfk+bL4vhfeQIqEQ4qpwu90sWbKEhQsXoqoq/qHRZP3kAfyCI7WO1uUFRnQja/wDWAJCcTgcvP/++6xatUoeqoTohJqLhGevVhJCeI+zi4SyklC0l6ioKAAa8mvk+U8I0a5Ul5vGIs+Kkeb3IiHaU3V1NQBBZikSdkSO01tp3HTTTbz44ovcdNNN5xwXHUvQ6SJh830pvEerR5C2b9/eqlUoK1asYM6cOa29jBCiA7Hb7XzwwQesXr0agNC4HmSMvReTT4DGyUQzn4BQssbfT2BENwC++OILFixYgMvl0jiZEOJqstvtgGcloRDC+yjQssq3+X4Voq0NHjwYAFtlE7Zy2QtTCNF+6vNrcDU5URSFgQMHah1HdEFVVVUABJvNGicRl8N9enLTqFGjMJvNjBo16pzjomNpvg+b70vhPVpdJLz33nt54oknLvn1f/zjH5k1a1ZrLyOE6CDq6ur497//zd69ewGI6TmY3qNuR2+QWVrexmj2pe+YuwhPTAdg06ZNvPPOO7KSQYhOJDg4GIAaqxOHS2ZXCuFtaq0uXG7PoEZISIjGaURX0a1bNyIjPd09ag6XaZxGCNGVNL/ndO/eXT73RLtTVbWlGBEkRcIOSad4JtetX78em83G+vXrzzkuOpYgKRJ6rcvqRXWpLUoOHTpEXV2dDEAL0UmdOnWKV155hby8PACSB4wjddB4FJ20ufNWOr2BXsNvIT59OADZ2dnMmjVLlvoL0UnExcUBoKpQVu/QOI0Q4r+V1NkA0Ov10nZNtBtFUVpWE9YcqcBlc2qcSHQEiv783+kudFyI/+aot1Gf4xkIHjRokMZpRFfU2NjY0rkhWNqNdkjG0+OLX331FU8//TRfffXVOcdFx9J8H1ZXV0sLfC9juNgvZ8+ezRtvvHHOMUVRqKioICsr66J/sMvlwuVyoSgKKSkpV55UCOFVcnJyeOutt2hsbPQUnkbcQlh8L61jiUugKApJ/a7H4h/Mse3LKCws5JVXXuHRRx8lOjpa63hCiCsQEBCAv78/9fX1nKqzERskM2aF8Can6jwDVVFRUej1eo3TiK5k0KBBLF++HFeTg4JlR0i4OU2KPeKifGICsFf/cMK3b2ygBmlER+OyO8n/6jCqS8XHx+dHxxCFaAtnr1aSlYQdk3KBFYMXOi68W/N96HA4qK+vJyBAtqnyFhf9VvDQQw8RFhaGzWZr+U9VVVRVPefY+f5zOp2oqorJZOLXv/51e/3/CCHawYEDB5g9ezaNjY0YLX5k3HCPFAg7oOju/elz7TT0BhPV1dXMnDmTEydOaB1LCHEFFEUhNjYWgJI62e9MCG/TvJKwedWvEO0lJCSEO++8E4DGwlqKV5+QGdziokKzYtCZzp3MoDcbCMmUSYXi4lSXm8IVR7FVNKLT6bj//vuxWCxaxxJdUGlpKQAWvR5fw0XXyQgh2kGoz5nPgrIyaYHvTS76Dmk2m5k9ezaHDh1qOfbss88SEBDA73//+4v+wTqdjqCgIPr06UNERMTVSSuE0NzmzZuZP38+qqpi8Q+hz/V34hMgewt0VCGxqWSMvYeDa+bR2NjA66+/zr333ktmZqbW0YQQlykxMZEjR45w6FQD43uFodfJLEshvIHV6eZYWSMACQkJGqcRXdGgQYOorKxk6dKl1BwuxxhoJmJIN61jCS9lCfMldnx3Cr46DEBA91DCB8VjCfPVOJnwZqqqUrIul4aTNQBMnTqVtLQ0jVOJrqq5CBHmY5GVZ0J4AbNeT4DJSJ3dQWlpqXSf9CI/Oo0iLS3tnA/0Z599FrPZzJQpU9o0mBDCu6iqyvLly1mxYgUA/qExpF83DZPFT+Nk4kr5h8aQNf5+Dqz+FGtdJe+99x633XYbI0eO1DqaEOIyDB06lG+//ZZaq5PDpQ2kR/trHUkIAewtrMPu8nRaGThwoNZxRBc1btw4Kioq2Lp1K+XbCzH4mQjpI/tjivMzh/i0/Bx5TQKmQFkNJi5MVVXKtxdSne1ZvTV+/HiGDRumcSrRlTUXCcN9fH7klUKI9hLu40Od3SErCb1Mqzch+P7779mwYUNbZBFCeCm3283ChQtbCoQhMSlk3HCPFAg7EYt/CFnj7sM/NAZVVVm4cCHLly+XNlRCdEDh4eH07t0bgG2nZ3ELIbTlVtWW+3HgwIH4+spKHKENRVGYOnUqvXp5tgooWZNDyboc3C63xsmEEB2Zy+6k6JtjlG8vADwrlydOnKhxKtHVNbcbDfORCQ5CeIvmon3z/Sm8g+xULoS4KJfLxSeffMLGjRsBiEzOoPe1U9EbTRonE1eb0eJHxth7CIlNBWD58uV8+eWXUigUogMaNWoUALmVVk6d3gNNCKGdnIomKhocwJn7Uwit6PV6fvazn7UUCqv2nyLvs4PYa6waJxNCdETW8gZy5x+g9lgFAP3792f69OnS3lFoSlXVliKErCQUwnuEny7anzp1SuMk4myXvWvrt99+y/r166moqMDhcOB2X3jmoaIovPnmm5d7KSGERpxOJx9//DF79uwBIKbnIFIGjpeH/U5MbzDRe/QdHNm0hPKTh1i1ahUOh4MpU6ag08m8EiE6il69ehEREUFZWRlrjlUxrX+01pGE6LLcqsqaY1UApKamEhsbq3EiIcBisfCLX/yCb7/9lmXLlmEtayBn/n5ixqQSmBqqdTwhRAegqirV2aWcWp+L6lLR6/VMmTKFESNGyJiB0FxNTQ1Wq2fyS6SvFAmF8BaRpzuqlJeX43Q6MRguuzwlrqJW/y3Y7XYee+wxNm3aBHBJK0zk4UCIjsfhcPD+++9z8OBBAOLTh5OYdZ3cz12ATqen1/Bb0BmMlJ7Yx/r167Hb7UybNk0KhUJ0EDqdjnHjxjF37lwOnWogu6Re9iYUQiPbT9aSX+0ZpBo/frzGaYQ4Q6fTMX78eJKTk/nwww+pq6ujcPkRGjOjiRqegKKX5z4hxPm57S6K15yg9qhn9WBYWBgPPPAA3bp10ziZEB7FxcUA6BRFVhIK4UWiThft3W43paWlMoHSS7S6SDhnzpwzbQcjI+nbty8BAQEycCxEJ2K323n77bc5cuQIAAmZ19Ktj8wG7EoUnY4eQ29CrzdSfHQnW7duxeFwcM8998j7vRAdxODBg9m1axfff/89X2eXkxTqg69Jr3UsIbqUqkYH3x7xDKAOHTq0pb2jEN6kR48e/L//9//46KOPOHr0KFX7SmjIryFqVCL+3YK1jieE8CKqqlJ3vJJTG/Nw1tsByMrKYvr06fhIIUZ4keYiYbiPBYOMYQjhNQJMJix6PVaXi+LiYikSeolWFwm/+OILFEVhypQp/OUvf5EloUJ0Mi6Xi/fff7+lQJg8YCxxaUM1TiW0oCgKKYN+gs5gpPDQFnbt2oXRaJQVhUJ0EIqiMG3aNF544QUabDZWfF/OlMworWMJ0WWoqsqXB8twuFQCAwOZPHmy1pGEuKDAwEAee+wxVqxYwTfffIO9qon8L77HPzmEqBGJmIIsWkcUQmjMWtHIqfW5NBbWAp79TSdPnsyoUaNkQrHwOs1FwubWhkII76AoCpF+vpysraOkpETrOOK0Vo/y5uTkoCgKzzzzjBQIhehk3G43H3/8MdnZ2QAkDxgnBcIuTlEUkvqNIa73NQBs3bqVxYsXX1KraSGE9kJCQrj55psB2FtUz+HSBo0TCdF17Cyo40RFEwB33HEHvjJIJbycTqdj4sSJ/Pa3vyU1NRWA+pwqTnyyl9Kt+bgdLo0TCiG04LI6KVmXS868fS0Fwj59+vDMM88wevRoKRAKr9RcfJD9CIXwPlGnvxc1F/OF9lpdJDSZTPj6+hIYGNgWeYQQGnG73cybN4/du3cDkJAxmri0IRqnEt7AUyi8nujuAwBYt24dy5Yt0ziVEOJSDR8+vGWw97O9pyips2mcSIjOL6eiiaXZZQD079+fjIwMjRMJceni4uL45S9/yX333UdwcDCqS6ViRyHH5+6l9mi5TBYTootQ3SpVB09xfM4eqvaXgAoRERE88sgjPPzww0RERGgdUYjzcrvdnDp1CjhTjBBCeI/m4r2sJPQerS4S9urVi4aGBvlLFKITUVWVxYsXs3XrVgDieg+jW9+RGqcS3kRRFFIHTyAiqS8A33zzDatWrdI4lRDiUuh0upaBXrtLZe7OEuqsTq1jCdFpldXbmbe7BLcK0dHRTJ06VetIQrSaoigMGDCAZ599lvHjx2MwGHDW2yn85hh5n2fTWFSrdUQhRBtRVZX63CpyFuynZE0OLqsTs9nMT3/6U55++mnS09O1jijERVVXV2O3e/bMlHajQnif5vuyoqKi5V4V2mp1kfDuu+9GVVVeffXVtsgjhNDAunXrWLduHQDR3QeQ1G+MtAwRP6AoCj2H3UxYfC/As0dt88pTIYR3CwoK4uGHH8ZsNlNrdTJ3Vwl2p1vrWEJ0Og12F3N3FmN1ugkICOCRRx7Bx0faXImOy2w2c+ONN/LMM8+0rIhtKq4j7/Ns8pZk01hcp3FCIcTVoqoq9XnV5H52kPyvD2MrbwRgyJAh/OEPf2DMmDGy7ZDoEJoXtugVhVCLWeM0Qoj/1rySUFVVysrKNE4jAFr96T5hwgQeeOABPvjgAxoaGrj11ltJSUnB19f3okWFsLCwKwoqhGgb2dnZLF68GIDwhN6kDp4gBUJxQYpOR68Rt3Bg9SfUlp5k7ty5hIWFkZCQoHU0IcSPiIuL4/777+ett96iuNbGZ/tOMa1/NDp5zxfiqnC43Hyyq5iqJidGo5GHH36Y0NBQrWMJcVWEh4fz0EMPcfjwYZYuXUpeXh6NBbXkFRzEr1sQ4YPj8Y0J0DqmEOIyqKpKQ34N5dsKaDpV33K8Z8+e3HjjjSQlJWkXTojL0NxqNMzHgl7X6vUxQog25m80YtHrsbpclJSUEBcXp3WkLq/VRcKf/OQngGdFycqVK1m5cuWPnqMoCtnZ2a1PJ4RoU8XFxXzwwQeoqop/aAw9ht0sBULxo3R6A71H3cbeFe9jra/i7bff5sknnyQ4OFjraEKIH5Gens5tt93GwoULOVzayJL9ZUzOiJBCoRBXyOFyM3/PKQqqbSiKwr333isTaESn1KtXL3r27MmhQ4dYvnw5J0+epCG/hob8Gvy6BRExJB6faCkWCtERqKpKQ8Hp4mDJucXBCRMmkJKSomE6IS5fc5EwQro5COGVFEUhwteH/Lp6SktLtY4jNYRDtQAAIABJREFUuIwiYV5eXlvkEEK0s/r6et5++21sNhsmnwB6j74DvcGodSzRQRjNvqRfO5W937xPbW0tb7/9Nk888QRms7TyEMLbjRw5ksrKSlatWsXeojrcqsotGZHodVIoFOJy2F1uPt1VwomKJgAmT55MZmamxqmEaDuKopCenk7v3r05dOgQy5YtIz8//0yxMOH0ykIpFgrhlVqKg9sLaTqrZXCPHj2YMGECqampGqYT4spVVVUBEGKxaJxECHEhIRYL+XX1Lfer0Fari4QffvhhW+Roc//4xz945513GDlyJO+88855X1NaWsrs2bNZt24dpaWlBAUF0a9fPx588EEGDhx40T9/6dKlzJkzh0OHDuF2u4mPj+fGG2/kwQcfxHKRD6UruaYQl8vtdvPhhx9SUVGBTm8g/do7MPvKl3jROr5B4aSNvJWDaz6loKCA+fPnc++992odSwhxCW6++WYAVq1axf7ielxulduyoqRQKEQr2ZyeFqO5lVYAbrnlFq677jptQwnRTs4uFmZnZ7N8+XJPsfBkDQ0na/CNDSC0fyz+icHSrUQIL6C6VeqOV1CxuxhrWUPL8dTUVCZOnEj37t01TCfE1dNcdAgymzROIoS4kODT96cUCb1Dq4uEQ4YMaYscbWr79u289957F31Nfn4+06dPp7y8HICAgAAqKyv59ttvWbVqFX/605+46667znvuiy++yLvvvguA0WjEaDRy9OhRXn31VZYtW8ZHH3103jZ8V3JNIa7EqlWrOHLkCAA9r/kp/qExGicSHVVITArJ/ceSs2slO3fuJC0tjcGDB2sdSwjxIxRF4eabb8ZgMPDNN9+QfaoB154S7ugXjUEKhUJcEqvTzZwdxeRXewqEt99+OyNHjtQ4lRDtT1EU+vTpQ3p6OgcPHmTFihXk5+fTWFRHY9FhzKE+hPaPJahHGIpe9oYSor25HS6qvy+jck8xjlpby/HU1FQmTJhAjx49NEwnxNWlqirV1dUABEunIyG8VtDp+1OKhN7hip7Q9+/fT0FBwQ+O//Wvf2Xt2rVX8kdfNfX19Tz99NO43e4LvsbpdPLII49QXl5OVlYWy5cvZ8eOHWzatIlp06bhdrt5/vnn2bt37w/O/eKLL3j33XfR6/X86U9/YteuXezevZt33nmHiIgIjhw5wjPPPHNVrynElcjLy2Pp0qUARHcfQHhCb40TiY4uttdgQuM8XywXLlxIWVmZxomEEJdCURRuvPFGbrzxRgAOlzby6a5i7M4LPzMJITwa7C4+2l5EfrUVRVGYPn26FAhFl6coCn379uXJJ5/kf/7nf+jVqxcAtsomir87zrGP91CxpxiX3aVxUiG6BqfVQdn2Ao59uJtT63Jx1Hr2zc3MzGTGjBk88cQTUiAUnU5jYyN2ux04U4QQQnif5iJ+dXU1qqpqnEZcVpGwuLiYW2+9lalTp7J+/fpzfldeXs6cOXN49NFHmT59estmsVr561//SmFh4UVbfn755ZecOHGCgIAA3njjDZKTkwEICQnhL3/5C2PGjMHlcvHqq6+ec57L5eK1114D4OGHH+aee+7BZPIslR05ciSvv/46iqKwevVqdu3adVWuKcSVsFqtfPjhh7jdbnyDwkkeMFbrSKITUBSFHkNvwuTjj81m46OPPsLpdGodSwhxicaPH9/SfvRYeRPvbSuizir3sBAXUtFg550thRTWeAZb77rrLoYNG6Z1LCG8hqIo9OzZk8cee4zf/va3DBw4EJ1Oh7PeTunGPI59sIvSzSdxNti1jipEp2SvtVKyLpdjH+ymfFsBLqsTg8HANddcw7PPPsuDDz5IUlKS1jGFaBM1NTUtPweapN2oEN6q+f50Op00NjZqnEa0ukhYUVHB1KlTyc7ORlXVH/wlulwuhg4dil6vZ8+ePTzwwAOa/UWvWLGCxYsXk5GRwbhx4y74uk8//RTw7CESEhLyg98/+uijAGzatInS0tKW45s2bSIvLw+dTsf999//g/MyMjJaZhQvXrz4qlxTiCuxaNEiKioqUHR6eo2Ygt5g1DqS6CSMFl96XjMZgJMnT7JixQqNEwkhWuOGG27gjjvuQFEUimttvL2lkNI6GbwV4r+drGri7S2FVDY6MBoNPPDAA9JmW4iLiI+P59577+UPf/gDo0ePxmQy4ba7qNhVxLGPdlO06ji2ChkYEuJqaDpVT+GKoxz/eA9V+0tQnW58fHwYN24cf/7zn5k2bRqRkZFaxxSiTZ09YdmokxbXQngrw1n3pyw00F6r3y3ffPNNysrKSExMZPHixTz00EPn/D4qKooPPviAxYsXk5iYSG5u7o/uB9gWSktL+fOf/4zFYuHFF1/EYDj/9ouNjY3s27cPgGuuuea8r8nIyCAgIABVVdmwYUPL8a1btwKQlpZGaGjoec8dPnw4wDnnXck1hbhcR44cYdu2bQAk978Bv2D5ciCuruDoJOLTPe953333HcXFxRonEkK0xogRI3j44YcxmUzUWJ28s7WQEzJwK0SLA8X1fLC9mCaHG39/fx5//JdkZWVpHUuIDiEsLIxbb72V5557jokTJ+Ln54fqUqk5VMaJT/dx8otD1J+UdlNCtJbqVqk9XkHuZwfIXXiA2mMVoEJwcDC33HILzz33HJMmTSIwMFDrqEK0C5frTEtrvey1LoTXOvv+PPu+FdpodZFwzZo1KIrCP/7xD9LS0i74uu7du/P888+jqirLly+/opCX49lnn6W6uponn3yS1NTUC74uJyenZb/ClJSU875Gp9ORkJAAwNGjR1uOHzt27KLnAS0tHAoLC1tWVF7JNYW4HE6nkwULFgAQEB5PTM9BGicSnVVCxih8AkJxu93Mnz//ovvBCiG8T3p6Or/61a8ICgrC5nTz8Y5idhfUah1LCE2pqsqGE1Us3HsKl1slIiKCGTNmSKs2IS6Dn58fP/nJT3juuee44447WlY1NeTXkP/l95z4ZB9V2aW4ZX9cIS7KZXdSubeY43P2ULj8KE0l9YBn9e7dd9/NH//4R6677rqLbr0jRGd09ooknSJFQiG8lUGRIqE3Of/yuosoLi7Gx8fnkmbNDho0CLPZzMmTJy8r3OX6+OOP2bBhA0OGDOG+++676GvPbuUZHR19wddFRkZy8OBBysrKfnBuVFTURc9r1rwC80quKcTl+PbbbykrK0NRdHQfMhFFHpREG9HpDaQOnsiBVXPIyclh27Ztsk+TEB1MfHw8M2bM4M0336S4uJglB8oob3BwQ89Q+aItuhynW+Xrg2XsLqwDPBP8HnroIfz8/DROJkTHZjKZGDFiBNdccw2HDh1izZo1HD16FHtVEyWrT1C25SQhfaMI6RuFwVf2lBKimaPWRuX+EqqzS3Hbzwyq9unTh+uuu47u3bvL933RpTVPVNYhRUIhvJlOObN2TYqE2mt1kdDX15fGxkbcbje6S+jtrNPpLul1V8vx48f55z//iZ+fHy+88MKPPhzV19e3/HyxGVbNvzv79Q0NDQD4+Phc8Lyzf9d87pVcs7VcLheHDx++7PNFx1ddXc3KlSsBiE0bKm1GRZsLjk4iIqkvZbkH+Pzzz7FYLBd9nxRCeKeJEyeycuVK8vPz2ZhTzak6O7dlReJj1GsdrUsw6M//DHuh4+Lqq7M6mbe7hIIaG+DplHL99ddTUFCgcTIhOheDwcDYsWPp168fe/fu5dixY7ianJRvL6RiVxGBPcMJzYrBEuardVQhNNNUUkfl3hJqj3vaiYLn3unVqxeZmZkEBwfjdrs5cuSItkGF0NjZC1XcqiqFQiE6gBMnTlBTU6N1jE7N5XKh1194LKfV1bukpCQcDgdr1qz50ddu2rSJpqYmkpOTW3uZy+JwOPjd736H1Wrl97//PXFxcT96TnOl2mg0XrSgaDKZznk9nFnCbjQaf/S8s8+9kmsK0VpbtmzB5XJh9g0kIWOk1nFEF5Hc/wb0Rgs2m42dO3dqHUcIcRnMZjM33ngjmZmZABwrb+TtLYWU19s1TtY1JIScfyJZ4gWOi6ursMbKm5sLWgqEQ4cOZezYsRfc51wIceXCw8O54YYbuOeeexgwYABms7ll38Kc5n0L82TfQtF1qG6V2mOn9xv87GDLfoO+vr4MHTqUe++9l9GjRxMcHKx1VCG8RnO3BzfQ6HBoG0YIcUG19jPjCtKlRXut/pZ78803s2fPHp577jni4+Pp2bPneV+Xm5vLn/70JxRFYcKECVcc9FK89tprHDhwgOuvv57bb7/9ks4xm82Ap8CoquoFi3b20/9wzy4INq/0c1zkQ8d+1j/45nOv5Jqtpdfr6dWr12WfLzq2vLw8cnJyAEjqNwa9QVr1iPZh8vEnoe9IcnZ/S3Z2NpMnTyY8PFzrWEKIy9C7d2+2bt3K/PnzqWhw8NaWQm7LiqRnhDzIt6VhiUEcKmnAeta+XD5GHUMTgzRM1TXsLazji4NluNwqZrOZ++67jz59+mgdS4guZcCAAdjtdrZt28batWspKyujIb+GhvwaTCE+hGZFE9QrAp2h/boWCdFeXHYnNYfKqNxbgqPO1nI8Li6Oa6+9lgEDBsikFSEuoLGxkfnz5wNQbbPjb5JxMCG8UY3N8/lmMpnIzMyUVtltbM+ePRf9faufKm677TY+/fRTjh49yq233trygNI8+FtZWcnu3btZs2YNdrud5ORk7rnnnstL3wq7d+/mrbfeIiQkhOeff/6Szzu7Um2z2S7Y/tNqtQLg7+//g3Obf3c+TU1NLT83n3sl1xTiUqmqyldffQWAX0gU4YnpGicSXU1Mz4EUHd6GrbGW5cuXt8tngRCibQwdOpSoqCjeffddamtrmbuzhLE9QxmRHCwP820kKsDMbVmRzNlZAkCfaD9Gp4YQFWDWOFnn5XKrfHukgs25nlY3ERERPPTQQxfdQ1wI0XZMJhMjR45k+PDhP9y3cE0OZVvyPfsWZsi+haJzcNTaqNxXQvUh2W9QiMvl4+OD2WzGZrNRY7MRHyBjqkJ4o+rTRcLgYBlT8AatLhJaLBZef/11ZsyYwYEDB/juu+9YtWrVOa9pbv+RlpbGa6+9dtF9966W+fPn43K5aGxsZPLkyT/4fV1dHQBbt25lxIgRAMyaNYuYmJiW15SWlpKQkHDeP//UqVMAREae2c8tOjqavXv3UlpaesFczecpitJSSL2SawpxqQ4fPszRo0cBSMq6Xt5wRbvT6Q0kZIzm6Nav2LlzJ2PGjCE2NlbrWEKIy5SUlMRTTz3Fu+++S15eHt8eqaSo1sbkvpGYZSVHmwj3OzPoPbZnGCG+l99dQlxcg93Fwj2nyKn0TPBLS0vjvvvuw9dX9kATQms6nY4+ffrQp08fCgoKWLt2Lbt27cJldVK+46x9C/vJvoWiY2oqqaNibzF1xytb9hs0Go0MHTqU0aNHy5iQEK2gKAohISGUlJRQY5NtEoTwVs0rCUNCQjROIuAyioQA8fHxzJ8/n2XLlrFy5UoOHjxIeXk5LpeL4OBg0tPTmTBhApMmTbqiVpmt0VyYtNls2Gy2C77O4XBQXl7e8nNSUhIGgwGn00lOTs55C3Zut7tl49vu3bu3HO/evTsrVqwgNzf3gtfLy8sDPG0hfHx8AK7omkJcClVVWbp0KQBBkYkEx6RonEh0VZHJGRQc2kJTbTnLli3joYce0jqSEOIKBAUF8ctf/pIFCxawbds2sksaKKsvYHr/aML8ZBWH6JiKamzM211CjdWz3/gNN9zApEmT0Omk+C2Et4mPj+fuu+/mpptuYsOGDWzcuJHGxkZqvi+j5vsy/BKCCOsXi298oEySFF5NVVXqc6qo2FNMU3Fdy/GgoKCWFbSyR5MQlyc0NJSSkhJONTZqHUUIcQGljZ7JmaGhoRonEXCZRULwzOabNGkSkyZNupp5LtsLL7zACy+8cMHfP/PMM3z++eeMHDmSd95555zf9e/fn+3bt7NlyxauvfbaH5y7f/9+6uvrARg0aFDL8SFDhvDvf/+b7OxsamtrCQwM/MG5mzZtanltM6PReNnXFOJSHDt2rKXInJB5rXxBFppRdDoSMkZxeOPn7N+/n5KSEmnbJkQHZzQaufPOO0lISODzzz+nrN7Bm5sLuS0zkp6RMpglOpY9hbV8ebAcl1vFZDJx11130a9fP61jCSF+RFBQEJMmTWLcuHFs376dtWvXUlpaSsPJGhpO1mAO9yWsfyyBqaEoein4C+/hdrqpOVxG5Z5i7NVntq6Jj4/nuuuuo1+/frLfoBBXqHv37mRnZ3O0qhpVVWVMTAgv43C5yKmpBWRxlLeQp2XgxhtvBOCzzz6jsrLyB7//z3/+A8Do0aOJj49vOT548GAiIiJwOp28++67PzjvwIEDbNiwAYDp06dflWsKcSm+++47AAIj4gmK7KZxGtHVhXdLw+LvaR/w3+2phRAdk6IojBw5kscff5zAwEBsTjdzd5Ww5lgl7tPdHYTwZk63ytfZZSzeX4bLrRIeHs5vfvMbKRAK0cGYTCZGjBjBM888w89//nNSUjwdVGzljRStPMaxj/dQsacY11n7uwmhBafVQdn2Ao59uIuSNTktBcLevXvz+OOP89RTTzFo0CApEApxFaSnpwNQa7fLakIhvFBObS0OtxtFUUhLS9M6jkCKhADcfvvtJCYmUlNTw4MPPsj3338PQE1NDX/+859ZtWoVBoOBxx9//Jzz9Ho9M2bMAOCNN97gzTffbGl1unnzZh577DFUVeW6664jKyvrqlxTiB9TUFDQ8u8pPn24xmmE8KwmjOs9DICdO3dSXV2tcSIhxNWSkpLCU089RVJSEgBrjlUxb3cJVqdb22BCXES9zcmH24vYftIzezU9PZ0nn3zynH3DhRAdi06no2/fvvzqV79ixowZZGVloSgKzno7pRvzOPbBLko3n8TRIPtTifZlr7FSsi6HYx/spnxbAa4mJ3q9niFDhvD000/zi1/8gh49eshKJyGuoqioqJZ9zg5XyviDEN7myOn7MjExUVprewmZooRn9uHMmTO5//77OXToEJMnTyYgIICGhgbcbs8g1//+7/+ed2bxbbfdxp49e1iwYAEvv/wyM2fOxGg00nh6pkrPnj156aWXruo1hbiY5pVavkERhMTKkm3hHaJSMjm5fx0OawNr165l8uTJWkcSQlwlzfsULlq0iE2bNnG4tJG3N3v2KQz3l30KhXcprLEyb3cJtVbPqqLx48czYcIE2X9QiE4kKSmJn/3sZ5SXl7NmzRq2bt2Kw+6gYlcRFXuKCeoVTtiAWMzBPlpHFZ2YtayB8p2F1J2ohNNNFiwWCyNGjGDUqFEEBwdrG1CITkxRFNLT09m4cSNHqqq4tluc1pGEEKepqsrhqirgzKpfoT0pEp6WlpbGl19+yX/+8x/WrFlDaWkp/v7+9OvXj4ceeohhw4ad9zxFUXj++ecZPnw4n3zyCYcOHcJqtZKUlMSECRN4+OGH8ff3v6rXFOJCampq2LNnDwBxvYfKbEThNXR6A7G9BpO3dw1btmxh4sSJmExSPBCiszAYDEydOpVu3bqxcOFCyhscvLVF9ikU3uXs/QfNZjN33303mZmZWscSQrSR8PBwbr/9diZMmMDGjRtZv3499fX11Bwqo+ZQGQHdQwkfEIclQj6nxNXTWFRL+c4iGk6eWb0UHBzMddddx7Bhw7BYLBqmE6LraC4Snqyto7ypiXAfmRgihDfIq62jyurpxNi7d2+N04hmiqrKxjGdVXOxSFYjdh3Lly9n+fLlGMy+DLnlCXR6mQdwuaz11ez44t8ADPrp41j8ZabnlXJYG9i2eBaq28W0adO45pprtI4khGgDOTk5vPfee9TWelo5Xt8jlFEpwehk4kqrVTU6eHXdSQB+PTqBEF+jxok6Jpdb5ZvDFWzNqwEgIiKChx56iOjoaI2TCSHak91uZ/v27axatYqKioqW436JwYQPjMM3JkDDdN7JXmvl+EeecYXUe/thCpQC1/moqkrDyRrKdxbSVFzXcjw6OpqxY8fSv39/9Hq9hgmF6HpcLhf/93//R2VlJQOjIpnSI1XrSOIyvLR9F9Wnt/Y6W7DZzG8HD9AgkbhSHx48xJGqahISEvjNb34jC1zayY/ViaSCIEQn4XK52LRpEwDRqf2kQCi8jtHiR0RiOqU5+1m/fj3Dhg2ThwEhOqHk5GSeeuop3nvvPXJzc1l9tJKSWhu3ZERiNkhLR9G+GuwuFuwpIbfSCnhmld9zzz34+vpqnEwI0d5MJhMjRoxg2LBh7N69m2+//ZaSkhIa8qppyKvGNzaAsIFx+HULkmdUcUlUVaXuRCUVO4uwljW0HE9ISGD8+PGkp6dLO2shNKLX6xkzZgwLFy5kT2kZ1yfEE2w2ax1LiC6tqL6eI1Welfbjxo2T5y0vIlUEITqJffv2eVZtKArRPWQ2jfBOMT0HUZqzn6KiInJyckhJSdE6khCiDTTvU/jZZ5+xefNmDp1qoLKxkDsHRBPsI6vhRPsorbfzyc5iqpqcgOeL6MSJE2XAVoguTq/XM2jQIAYMGMDBgwdZuXIlJ0+epLGojsai77FE+BE2MJaAlFAZvBLnpbpVao6UU7GrEHuVteV4jx49GDduHD169JB/O0J4gaFDh/LNN99QW1vLxoIiJqUmax1JiC5tbX4hADExMfTp00fjNOJsUiQUopNoXkUYGtcDi1+QxmmEOL+AsFj8Q2Ooryxm06ZNUiQUohMzGAxMmzaNuLg4Fi1axKk6O29tLmT6gGi6BUu7MtG2jpY1snDvKWxON0ajkbvvvlta8AshzqHT6cjIyKBv374cPXqUlStXcvToUaxlDRQuP4o5zJeIIfH4J4dIwUcAnuJg7dFyyrYX4qg5Uxzs27cvY8eOJSkpSbtwQogfMBqNXH/99SxZsoQdp0q5tls8/iaZsCiEFkobG8muqARg7NixMnHTy0iRUIhOoLy8nKNHjwIQndpf4zRCXFx09/4c21bM3r17ufXWW6XlmxCd3MiRI4mIiOD999+noamJ97cVcUvfCDJiZe8ncfWpqsrWvBpWfF+BimdV689//nO6deumdTQhhJdSFIWePXvSs2dPcnNzWblyJQcPHsRW0UjBsiOYw32JGNIN/6RgKRZ2UapbpfZYBeXbC7BXe4qDiqLQv39/xo4dS2xsrMYJhRAXMnz4cFauXEljYyPLcnK5o1cPrSMJ0eW4VZUvj+egAuHh4TJ50wtJyVaITmDLli0AmHwDCImRlVnCu4UnpqMzGHE4HOzcuVPrOEKIdtCrVy9mzJhBREQELrfKZ/tKWXW0Ereqah1NdCIut8pX2eUsP10g7NatG08++aQUCIUQlywpKYmHH36YJ598kvT0dABs5Y0ULD1M7sID1OdWocpnV5ehqp6Vgyc+3UfRymPYq60txcGnn36a++67TwqEQng5s9nMpEmTANhbVs6h0yuZhBDtZ3vJKXJqagGYMmUKer1e40Tiv0mRUIgOzuVysW3bNgCiUrJQZLm28HIGo5mIRE/v8c2bN8tAixBdRFRUFDNmzKBHD8/s3XXHq1i0txSnW94DxJWzOd3M2VnMznzPl8+srCyeeOIJgoKkBbsQovUSEhJ45JFHmDFjBmlpaQBYSxvI//owuZ8dpP5ktTzDdmKq6lk5mPPpPgq/OYa9qgmAfv368bvf/Y7777+f6OhojVMKIS7V8OHD6dmzJwBLjp2g0eHQOJEQXUel1cqKnDwABg8eLHsReimpJgjRwR06dIjaWs+AWFSqLNcWHUP06X+rRUVFFBQUaJxGCNFe/Pz8ePTRR7nmmmsAOFBSz5wdxVidbo2TiY6szubkvW2FnKjwDOKOHz+e+++/H5PJpHEyIURHl5SUxKOPPsqvf/3rlgFm66l68r/8nrzPs2kqqdM4obja6k9WkzN/P4UrjmKr9HyuZGZm8rvf/Y4HHniAmJgYjRMKIVpLURTuvPNOzGYz9Q4HX53I1TqSuEQG3fnbfF/ouPAublXl86PHsbvdBAUFMWXKFK0jiQuQIqEQHVzzKsLg6GQsfjJbXnQM/mGx+P5/9u48Oso6z/f4u5YsJIEkZCGBsAUCGHZQFhEBQUFERW2F4MrSIpuKPd3Ty8y5c+89c67dTo/T9jjSrt3a49qtreDWioqoCIgSkgABspON7Ful9uf+USTqCMr+VFU+r3M8Byv11PM5WWp5vr/f9xufDHz9OywiPYPNZuOWW27pbvtT0tjJH3dW0ub0mpxMQlFDh5unPq+kptWN1Wpl6dKlLFy4EKs6K4jIOTR06FDWrl3Lhg0bunfEd1a3UfrXAo6+fQhXc6fJCeVsddZ1UP76ASo2H8RV7wBgzJgx/MM//AMrVqxQW1GREJeYmMjixYsB2FdXT0F9g8mJ5FQM7tPntG6X4LKruqa7zegtt9xCTEyMyYnkZPTpWSSEtbe3k5+fD0Bq5jiT04icOovFQurQwO/snj178HpVHBDpSSwWC1deeSU5OTlYrVZq2tw8tbOS+g632dEkhFS2OHnq80qaO71ERESwcuVKpk2bZnYsEQljw4YNY926daxdu7Z73mlbcSPFz+dSva0Er0OvY6HG3eqk8u+HKX05j46jLQAMHz6cjRs3smrVKjIyMkxOKCLnyrRp0xg5ciQArx4uorbDYXIi+SHT+6cR/T/m1/Wy25neXy2fg11pSytvq81oyFCRUCSE7dmzB7/fjy0iiqSMkWbHETktqUPHgMWCw+GgoKDA7DgiYoKpU6eyatUqIiMjae708vTnlRxtdpodS0LAkToHf9xVhcPjJzY2lnXr1umDp4hcMCNGjGDjxo3cfvvtJCUlgQHN+bUceW4vdbsq8Ll9ZkeUH+B1eqj9pJTi/86l9XBgR1F6ejp3330369atY/DgwSYnFJFzzWKxsGzZMuLj43H5fDy3/yDtbs0nDGZpsbHcMjJudeTzAAAgAElEQVSr+//HJiexcmw2abGxJqaSH9LQ6eT5A4X4DIO0tDRuvPFGsyPJD1CRUCSE7d69G4CUwdnY7BEmpwkvjtavW0+U7v2AjuZjJqYJT5G9epOYPgyAnTt3mpxGRMySnZ3NunXriI2NxeHx8+zuKsqbVCiUkys81sHzX1bj8Rn07duXe++9lyFDhpgdS0R6GKvVyuTJk/nFL37BDTfcQGxsLIbXT/3uSor+vJem/FoMv2F2TPkf/D4/9V9WUvTcXhpzazD8BgkJCeTk5PDTn/6U7OxsLBbNuhIJV/Hx8V8vUnS5eP5AIR6/5qMHs5SYXt3/vmrIIBUIg1yn18uf9x/E4fUSGxvLj3/8Y3r16vXDB4qpVCQUCVFVVVUcPXoUoLtto5wbHc3HKPz0te7/ry8/QN77f1ah8Dzod7xN7sGDB2lrazM5jYiYZfDgwdx3330kJCTg9hn8+Ysqypo030m+60BtBy99VYPfgLS0NO677z769etndiwR6cHsdjuzZs3in/7pn7jyyiuJiIjA1+mhZlsJJa/k4ahqNTuiHNdW2kTxC/uo21GB3+0jOjqaa6+9ll/+8pdMnTpV82xFeoiBAwdy2223YbFYKG9r42+HizAMLeoQOVs+v58XDx6irrMTm83GypUrAx0XJOjpHZBIiOraRRjduy+9kweYnCa8VBXuwudxfes2r7uTqsLdJiUKX30HZGGLiMbv97Nnzx6z44iIiVJTU1m/fj2JiYnHC4XVlDaqUChf21/Tzit7AwXC9PR01q1bR3x8vNmxREQA6NWrF9dccw2/+tWvmDJlCgCuegdlr+2n8r0jeDR31zTuZicVWw5y9M1CPC1OrFYrs2bN4p//+Z+ZO3cukZGRZkcUkQts3LhxLFq0CIDcuno+rDhqciKR0GYYBluKSylqDsz3zcnJITMz0+RUcqpUJBQJQT6fr7ugkjp0rNqhnGOtdSd+c9haV3GBk4Q/q81OyuBsAHbt2mVyGhExW3JyMuvXr6dv3754fAb/vaeakgYVCgUKatp5JbcWvwH9+/dn3bp19O7d2+xYIiLfkZCQwLJly7j//vsZNGgQAK2H6in+7700fFmF4VNbuwvF7/ZxbEc5xS/k0l7WDATmSf7sZz/rbhErIj3XFVdc0b2o44Pyo3xaWWVyIpHQZBgG75SUsbumFoArr7ySiy++2ORUcjpUJBQJQYcOHaK1NdC2JnXIGJPThB+/z3tat8vZSR06Fgi00K2srDQ5jYiYLSkpifXr15OUlNRdKCzTjsIe7UBtO3/JrcUwICMjg3Xr1hEXF2d2LBGR7zVkyBDuv/9+li5dSlxcHH6PP1CwenFfd8FKzg/DMGg5XE/R87mBwqzfIDExkeXLl7NmzRrS0tLMjigiQcBisXDLLbeQnR1YuPx2SRmfVVabnEoktBiGwbul5XxaFfjbmTJlCldffbXJqeR0qUgoEoK6dlzFpw4mOi7B5DQiZ6d38gB69e4LaDehiAT07duX9evXk5ycjNdv8MKXNdS2uX74QAk7pY2d/CX3WHeBcM2aNdr5ISIhw2q1Mm3aNH75y19y+eWXY7Vav259+e4hvA61ID3X3K1OKjYfpOrvR/B2uLHb7cyfP59f/OIXjB8/Xl14RORb7HY7y5cvZ9SoUQC8VVLKjioVCkVOhWEYvFdWzifHd+FefPHFLF26VDN+Q5B+YiIhxuFwkJeXB0Bq5jiT04icPYvF0v27vGfPHnw+n8mJRCQYJCYmsmbNGvr06YPT6+fPX1TT3OkxO5ZcQLVtLl74sgaf3yA1NZV77rlHBUIRCUkxMTHceOON/PSnPyUrKwuAtiONFD+/j+aDdRiGYXLC0Gf4DRpzqyl+YR8dFYF5SGPHjuUXv/gFV199teYOishJRUREsHLlSkaOHAnAm8Wl7KyuMTmVSHAzDIP3yyv4+GigQDh58mSWLVumAmGI0k9NJMR89dVXeL1erPYIkgeOMjuOyDmROiTQcrS9vZ0DBw6YnEZEgkVSUhKrV68mOjqaNpePP39RjcOthQQ9QXOnhz9/UY3L66dPnz6sXr1aLUZFJOSlp6ezdu1acnJy6NWrFz6Xl+qtRVRsOYinVTvmz5Sr0UHZqwXUflKG4fUTHx/PypUrWblyJUlJSWbHE5EQ0FUoHDFiBACbi0pUKBQ5CcMw2FpewbaKwMigiRMnqkAY4vSTEwkxXe0YkwdehC1CqyElPETF9iEhbSiglqMi8m0DBgxg5cqV2Gw26js8PP9lNW6f3+xYch453IGCcJvLR3R0NPfcc48u8opI2LBYLEydOrW7/SVAR3kLRS/k0rivBsOvXYWnyvD5qdt9lOKX8uisbQdg+vTp/OM//iNjx441OZ2IhJrIyEhWrVrVveN7c1EJH5Yf1W5vkW/wGwZbikv46HiBcMKECdx2223YbDaTk8nZUJFQJIRUV1dTVlYGQGqmPvRIeOlqOVpQUEBbW5vJaUQkmGRlZXH77bdjsVg42uxic75as4Urn9/glb211Hd4sNlsrFy5kv79+5sdS0TknOvTpw/Lly9nxYoV9OnTB8Prp3Z7KWWvFeBucZodL+g56zsoeTmP+l1HwW+QnJzMunXrWLJkCTExMWbHE5EQ1VUo7JpRuLW8gi3FJfj12UMEr9/Py4WH2VldCwRajN5+++0qEIYBFQlFQsiOHTsAiI5LJD51sMlpRM6tpIyR2COj8fl87N692+w4IhJkJkyYwHXXXQdAXnU7u8pbTU4k58MHhxspaewE4NZbb+1eyS0iEq7GjRvHz3/+c6ZNmwZAZ007JS/to6VQC2JOxDACswdLX8nH1diJxWLhiiuu4Gc/+5leM0TknIiKimLVqlVMnjwZgJ3VtbxceBivX91MpOdyeX08W3CQ/PoGAGbPns2tt96qAmGYUJFQJER4PB6++OILANKGT8BisZicSOTcstkjSDk+m3DHjh26KCIi3zF79mwmTpwIwLsH6ylr6jQ5kZxL+2va+bSkGYA5c+YwadIkkxOJiFwYMTExLF26lDVr1tCnTx/8Hj9V7xdR9d4RfC6v2fGChtfhpmLLwcDsQb9BSkoKGzdu5LrrriMyUqM4ROTcsdvt3HrrrcyaNQuA/PoGni04iMur+ejS87S7PTyVV0BxSwsA1157Lddff71mEIYR/SRFQkRubi4OhwOLxUrq0HFmxxE5L9KGTwCgrq6OI0eOmJxGRIKNxWJh6dKlpKen4zfglb21tDl18TQc1LW7+VveMQCGDx/OokWLTE4kInLhjRw5kp/97GeMGTMGgNbDDZS8lIejWq3420ubKH5xHx3lgQuUU6dO5R/+4R8YNGiQyclEJFxZrVYWL17c/b60uKWFp/ILaHO7TU4mcuE0dDp5Yl8+VR0dWK1WcnJymDt3rjavhBkVCUVCxKeffgpA34wRRPaKMzmNyPkRm5BK7+QBwNe/8yIi3xQVFcWKFSuIjo6m3eXjldxazQgJcW6fn5e+qsHtM4iPj+fOO+9U2xoR6bHi4uJYuXIlN998MxEREXjaXJS9VkDd7qMY/p73euf3+anZXkrFm4X4Or1ER0dz5513kpOTQ1RUlNnxRCTMWSwW5s2bx9KlS7FYLFS1d/CH3HxqOxxmRxM578paW/lDbh4NTicREXZWrFjB1KlTzY4l54GKhCIhoLy8nJKSEgDSsyabnEbk/Or6Hd+3bx9NTU0mpxGRYJSSksJtt90GQHmTkx2lzSYnkrOx9VAj9R0ebDYby5cvp3fv3mZHEhExlcViYcaMGfzkJz+hf//+YED9rqNUvHmwR7Uf9XS4KXttP037agDIzMzkH//xH7tbj4uIXCjTpk1j1apVREZG0uxy8fi+fA436TOIhK/cY3U8nbcfh9dLbGwsa9eu6+50IOFHRUKREPDRRx8BEJOQSny/weaGETnPkgdlE9krDr/fz8cff2x2HBEJUmPGjOGyyy4D4IPDTRxrV9ufUFTa2MnOskDruAULFjBkyBBzA4mIBJG0tDQ2btzIzJkzAegob6H0lXxcPWAmb2dNG6Uv5+GsbcdisbBgwQLWr19PYmKi2dFEpIcaPXo09957L/Hx8bh8Pp4rOMDO6hqzY4mcU4Zh8EF5Ba8cOoLPMEhNTWXjxo0MHTrU7GhyHqlIKBLkmpub2bt3LwADRk1Rz2cJe1abjfQRFwOwY8cOXC6XyYlEJFhde+21JCUl4fMb/C3vGL4e2IYtlLm8fl4/Podw4MCBXHHFFSYnEhEJPhEREdx0000sW7YMu92Ou8VJ6V/yaSsN344bzQfrKHttP16Hh+joaFatWsWCBQuwWnUJS0TMlZGRwcaNG8nIyMAPbC4q4a3iUo0/kLDg8ft55dARPig/CkBWVhb3338/ycnJJieT803vsESC3LZt2/D7/UREx5IyeLTZcUQuiLThE7Ha7DidTnbs2GF2HBEJUlFRUeTk5ABQ1eLisxK1/Akl7x9qoKnTi81m49Zbb9UcQhGR7zFlyhQ2bNhAfHw8frePo28WUr+nEiOMLkwbfoPaT0qp3lqE4TdISUlh48aNjB6tz8EiEjwSEhLYsGFDd+vFz6qqef5AIS6vz+RkImeuw+Phmfz97KurBwItdu+55x5iYmJMTiYXgoqEIkGspaWFTz75BID+Iy7GarObnEjkwoiIiqFf5ngA3n//fe0mFJGTGj58OJdffjkAHx1ppNHhMTmRnIqKZie7y1sBuPrqq0lLSzM5kYhI8Bs8eDAPPPAAgwcHRlDUfV5B1ftFGD6/ycnOnt/jo+LNgzTmBlr3ZWdns3HjRvr162dyMhGR74qKimLFihXMnj0bgIONTTy+L49Gp9PcYCJnoLq9g8f25lHe2gYEOvYsWbJEizh7EBUJRYLY+++/j8fjwR4VQ/rIS8yOI3JBZYy+FKvNTnt7O9u3bzc7jogEsWuuuYbExER8BrxX2GB2HPkBhmHw7oHACtWMjAzmzJljciIRkdARHx/Phg0bmDJlCgCth+o5+s4h/N7QLRT6nF7K3zhAR3lgRu3cuXNZtWqVdi+ISFCzWq0sXryYm2++GavVSq2jk0178yhpaTE7msgp21/fwBP78ml2uYiMjGT58uXMnTtX4656GBUJRYJUQ0MDn332GQADsy/FHhFlciKRCysqpg/pWZMB2Lp1Kw6Hw+REIhKsoqKiWLRoEQAHajsobew0OZF8n/zqdo62BHaIL168WCtURUROk91uJycnhwULFgDQXtpMxZaD+Nyh1+rO63BT9rf9dNa0Y7FYuOWWW7j22ms1f1BEQsaMGTNYu3YtsbGxOLxensk/wO6aWrNjiXwvwzD4sPwozx88hNvvJzExkfvuu4/x48ebHU1MoHddIkHq3XffxefzEdkrjrSsSWbHETFFRval2OyRdHZ28uGHH5odR0SC2KRJk7rbr717sB5/GM1oCicen5/3DzUCMG7cOIYPH25yIhGR0GSxWFiwYAE33HADAI7KVspf34+3M3TabntaXZS9uh9XgwOr1crtt9/OpZdeanYsEZHTNnz4cB544AHS09PxGwavHylmS1EJPn/o7vKW8OX2+Xi58DBbyysAyMzM5IEHHmDAgAEmJxOzqEgoEoSKiorYtWsXAAPHzMRmjzA5kYg5IqJj6D8q0Erpgw8+oKamxuREIhKsLBZL94XS6lY3uZVtJieSE/m8tIUWpxebzca1115rdhwRkZA3a9YscnJysFgsOI91UPbafjwdbrNj/SBXcyelrxXgbnFij7CzcuVKJk3S4lgRCV1JSUncd999jBkzBoDPq2v4U8EBHJ7QWbwh4a/Z5eLJvALy6gNjOqZNm8batWvp3bu3ycnETCoSigQZj8fDSy+9BEBc33TShk0wOZGIuTKyLyUqNgGfz8fLL7+MXyvxROQkhgwZ0n2B8eOiJnx+7SYMJi6vn09LmwGYOXMmKSkpJicSEQkPU6dO5a677sJms+Fu6qRi80F8Lq/ZsU7K0+Gm/PUDeNvdREVFcc/qexg9erTZsUREzlp0dDQrVqzgyiuvBKC4pZXHcvOo7dD4FDFfWWsrj+3No6q9o3uR7ZIlS7Db7WZHE5OpSCgSZN577z2OHTsGFgvDp16DRbMYpIez2SMYPuVqAIqLi9mxY4fJiUQkmM2fPx+LxUJTp5f9te1mx5Fv2FPRitPjJyIignnz5pkdR0QkrIwfP56VK1ditVpxNTg4+lYhfm/wLa7zubxUbD6It91NZGQka9euVetpEQkrVquVa665hjvuuIOIiAianC7+kJvH/uM7t0TMsLumlqfz9tPh8RATE8Pq1auZNWsWFovF7GgSBFR9EAki1dXVbN26FYCMi6YTl9jP5EQiwSExPZOUIWMB2Lx5M83NzSYnEpFg1a9fP8aODTxffFLcjKHZhEHB6zfYcXwX4bRp04iLizM5kYhI+MnOziYnJwcAR1UbVe8fwQiiXfV+r5+jbxV2zyBcsWJF9zxhEZFwM2nSJO69914SEhJw+/08f/AQH5RXaHa6XFA+v5/NRcW8fqQYn2GQlpbGxo0bGTVqlNnRJIioSCgSJJxOJ3/605/w+XxExyUycMxlZkcSCSqZk+Zhj4rB6XTy7LPP4vP5zI4kIkGqa5dabZubI/Vq7RMM9lW10ebyYbVamTNnjtlxRETC1iWXXMJ1110HQFtRI7WflAbFghnDb1D1/hEcVYGZwcuWLdMFShEJewMHDuQnP/kJmZmZAHxQfpQXDx7C5dX1DDn/Ojwensk/wM7qWgDGjBnD/fffr7EP8h0qEooEAcMweOGFF6ipqcFitTJi+nXY7BFmxxIJKhHRMWRNvQYItB19/fXXTU4kIsFq0KBBjBgxAoBPS7Tz2GyGYfDZ8Z/DpEmT6Nu3r8mJRETC25w5c5g1axYATXm1NOXVmpwI6nZW0FbUCMD111/PxRdfbHIiEZELo3fv3qxdu5ZLL70UgP0NjTy+L49Gp9PkZBLOqts7eGxvHqWtrQBcddVVrFixgujoaJOTSTBSkVAkCHzwwQfk5uYCkDn5KvqkZJicSCQ4JWWMYODoGQB8/PHHfPHFFyYnEpFgNXv2bABKG500dHjMDdPDlTc5qT/+M9AuQhGR889isXD99dczYcIEAI59WkZnXYdpedrLmmn4sgqAyy+/XK8FItLj2O12brnlFm6++WasViu1jk4e25tHUXOL2dEkDOXXN/D4vnyaXS4iIyO56667WLhwIVarSkFyYvrNEDFZYWEhW7ZsASA1cxxpwyeZnEgkuA0aezmJ6YFWHS+99BJHjx41OZGIBKNRo0aRkJAAwFeVrSan6dm+PBpoLTdo0CAGDBhgchoRkZ7BarWSk5NDSkoKht+g8t3D+NwXvr2dp8NN1dYjAAwZMoTrr7/+gmcQEQkWM2bMYN26dcTFxdHp9fKn/P3sqKoOirbQEvr8hsF7ZeW8ePAQHr+fvn37ct9993UvGhI5GRUJRUxUUVHBM888g2EYxPVNZ/glV2OxWMyOJRLULFYrIy5dTHRcAh6PhyeeeIK6ujqzY4lIkLFarUydOhWAvZVt+Pz64G0Gp8dHQU07ANOmTTM5jYhIzxIVFcWdd96J3W7H0+Kk5qPiC3oh2vAbVL13BF+nl169enHHHXdgs9ku2PlFRILRsGHDeOCBBxgwYAB+4M3iUl47UoTX7zc7moQwp9fL8wcK2VZRCcDw4cO7f89EfoiKhCImqays5LHHHsPpdBLZK45RM2/CarObHUskJERE9eKimT/CFhFFS0sLjz76KA0NDWbHEpEgM2XKFCwWC+0uH0fqHWbH6ZHyqtvx+g0iIyOZNEndEkRELrSMjAwWL14MQOvhBloOXrjFdQ1fVuE4vps/JydHM2lFRI7r2uE1ceJEAL6sreOpvALa3G6Tk0koaujs5PF9+RxsbAJg5syZrFmzhri4OJOTSahQkVDEBNXV1fzXf/0XDoeDiOhYxlxxK9Gx8WbHEgkpsYn9GD17KTZ7JM3NzTz66KM0NTWZHUtEgkhSUhIjRowAYF9Vm8lpeqZ9VYFdhOPHjyc6OtrkNCIiPdOMGTMYP348ALWfluF1nv9Zve4WJ/W7A2MBZs6cybhx4877OUVEQklkZCR33HEH11xzDRaLhYq2dh7bm0dlW7vZ0SSEHGluZlNuHsccndhsNpYsWcJNN92knftyWlQkFLnAamtrefTRR+no6MAeFcOYK5YRE59sdiyRkNQnJYPs2Uuw2iJobGzk0Ucfpbm52exYIhJEulbnHqpz4PGphc+F1Ob0UtHsBNAuQhERE1ksFn70ox8RHR2N3+Wjbuf5n+ld+0kZht8gISGBa6+99ryfT0QkFFksFq688kpWrVpFVFQUrW43T+Tlk1tXb3Y0CXKGYbCjqppn8w/Q6fURFxfHunXrmD59utnRJASpSChyAVVUVPDoo4/S3t6OPTKaMVcsIzYh1exYIiEtPnXQ8UKhnfr6ev7zP/9TMwpFpNuYMWOwWq14fAZFDZ1mx+lRDh7rACA6OpqsrCyT04iI9Gy9e/fm6quvBqC5oBZnXcd5O1d7WTPtpYEOH4sXLyYyMvK8nUtEJByMHj2ajRs3kpycjNdv8ErhYd4rLcd/AefISujw+v387UgxbxaX4ifQWvwnP/kJmZmZZkeTEKUiocgFkpubyyOPPEJrayu2iECBMC6xn9mxRMJCQr/BZM+6pbtQ+PDDD3PkyBGzY4lIEIiLi2PYsGEAHKhR654LaX9t4AL0mDFjsNs1d1lExGyXXXYZaWlpYEDN9lKM83Dx2fD5qf2kFIDhw4d3tzkVEZHvl5aWxsaNG7vHJWw7WsnzBwpxeX0mJ5Ng0u728Ez+fvbUHgNgwoQJ3HvvvSQmJpqcTEKZioQi55lhGGzdupVnnnkGj8dDVGwC46+6g7i+6WZHEwkrCWlDGXPFrURExeBwOHjsscfYuXOn2bFEJAh0zUEqPObA59dq3AvB4fZR2hjYuak5VCIiwcFms3HDDTcA0Fnd1r3b71xqPlCHu9mJxWLhxhtvxGKxnPNziIiEq9jYWFavXs3MmTMBONjYxOP78mh0Ok1OJsGgur2Dx3L3UdbaBsDChQu58847tWNfzpqKhCLnkdfr5cUXX2Tz5s0A9E7OYML8u4iJTzE5mUh46pOSwfj5y4mJT8Hn8/HCCy+wefNm/H7NIRPpycaOHQuA0+unskUfsC+E4oZODAPsdjujRo0yO46IiBw3cuTI7uflxr3V5/SxDcPofswpU6bQv3//c/r4IiI9gc1m46abbmLJkiVYrVZqHZ1s2ptHSUuL2dHERPvrG3h8Xz4tLjeRkZGsWLGCq666Sotx5JxQkVDkPGlpaWHTpk3dO5lShoxh7NxbiYiONTmZSHiLjktg3JV3kJAe6MW+detW/vjHP+JwOExOJiJmSUhICLRXA4rqNZfwQihqCDznDhs2TCtbRUSCzJw5cwBwVLXReezcteJuL23GfXwxzuzZs8/Z44qI9ETTp09n3bp1xMbG4vB6+WP+Ab6oqTU7llxghmGwraKS5w8ewuP3k5iYyP33369uLXJOqUgoch7s37+fhx56qHsm2qCxlzNi+nVYbZrHI3Ih2COjGT1rCelZkwHYt28fDz30ECUlJSYnExGzjBw5EoCiei0YON8Mw+guxmoXoYhI8BkxYgTp6YHxF+dyN2FjbuCxRo0a1f34IiJy5oYNG8YDDzxAeno6PsPgb0eKebukFP95mCkrwcfr9/PXQ0d4r6wcgMzMTB544AHt1JdzTkVCkXPI6/Xy2muv8fjjj9Pe3o4tIppRM29i0NiZ2v4tcoFZrFaGXbKA4VMWYrXZaWpq4ve//z1///vf1X5UpAfqKlZVtrjo9PhMThPe6js8tDq9wNfFWRERCR4Wi6V7p19rUSOedtdZP6azrgNHZSvw9U5FERE5e0lJSdx3331kZ2cD8GllNf+9vxCXV59pwlm728PTefvZW1cPwCWXXMLatWvp3bu3yckkHKlIKHKO1NbW8vDDD7Nt2zYA+qQMZOLCVSQP1Ap6ETOlDZ/IhAUriElIxe/389Zbb/Hoo4/S3NxsdjQRuYCGDRuGzWbDAEoa1HL0fCo+/v3t06ePdpKIiASpyZMnExsbC36D1iONZ/14LYWBi5j9+vVjxIgRZ/14IiLytejoaFatWtW9wKOwqYnH9+XT5Dz7RR4SfGo6OtiUm0d5WxsWi4VFixaxbNky7HZ1qJPzQ0VCkbNkGAY7duzgt7/9LZWVlWCxMGjsTMbOvY3o2Hiz44kIEBOfwoT5y0kfcTEARUVF/OY3vyE3N9fkZCJyoURGRjJ48GAAypqcJqcJb2WNgSLhsGHD1ElBRCRI2e327nlGbUUNZ/VYhmHQVhx4jIkTJ+q5X0TkPLBarSxevJglS5ZgtVqpdTgChaTWNrOjyTlU2BgoADe7XERGRrJ8+XLmzZun11Y5r1QkFDkL9fX1PPbYY7z00ku43W6iYvowdu7tDBp7ORar/rxEgonVZmfYxfO56PKbsUf1wuFw8Mwzz/DMM8/Q2tpqdjwRuQCGDx8OQFmTdhKeL4ZhdBdhu77fIiISnMaPHw9AZ007ng73GT+Os64DT5v7W48pIiLnx/Tp01mzZg0xMTF0eDw8nVdA3vGWlBLaPq+q4c/7D+L2+UlISODee+/tXtAjcj6piiFyBvx+Px9++CG/+c1vOHToEADJg7KZuHAV8akDTU4nIt8nKWMEE6/+MQnpmQDk5uby4IMPsnPnTgwN/xYJa8OGDQOgptWNU3MJz4uGDg8d7sD3tuv7LSIiwSkrK4uYmBgA2orPvOVoW1Hg2NTUVNLS0s5JNhERObmsrCw2btxISkoKXsPgpcLDbKuo1DWNEOU3DN4sLmFLcQkGMHDgQDZu3EhGRobZ0aSHUJFQ5DRVVVXxH//xH7z++uu43W4ie/XmostvZtRlN2CP7C4Ju/8AACAASURBVGV2PBE5BVExvRk9eylZ067FHhnYVfjCCy+wadMmGhrOrt2SiASvIUOGYD2+079cLUfPi65dhLGxsfTr18/kNCIi8n1sNhujR48GoL206Ywfp70sMOt73LhxaocmInKBpKSkcP/993cvzHuvrJzXjhTh8/tNTianw+Xz8fyBQnZU1QAwduxY1q9fT3y8RljJhaMiocgp8nq9vPXWW/zbv/0b5eXlAKQNn8Ska+4mKUOD2UVCjcVioV/mOCZdczfJg7IBKCws5Ne//jUfffQRfr2xFgk7UVFR3asxVSQ8P7pauWoeoYhIaBgxIvBZtrOm/Yx2oPhcXlwNjm89loiIXBixsbGsWbOGiy++GIAva+v4U8EBOr1ek5PJqWh1uXlyXwEHGwMLdebMmcPy5cuJiooyOZn0NHazA4iEggMHDvDqq69SV1cHQHTvvmRNWUh8v8EmJxORsxXZK45Rl91Aw9HRFO1+B3dnG3/729/44osvuOmmmxg6dKjZEUXkHBo6dCjl5eWUN6tIeD5UHC++6rlTRCQ0DBkyBAC/24e7sZOopJjTOr6zth0ILMAbNGjQuY4nIiI/wG63c+utt5KcnMw777xDcUsrj+fmc8foUSRGR5sdT06ipqODZwsO0up2Y7Vauemmm5gxY4bZsaSH0k5Cke/R0NDAU089xR/+8IdAgdBiISP7UiZevUoFQpEwk5QxgknX3E3a8EkAHD16lN/97nc8//zztLW1mZxORM6VzMzAPNKqFhdev2Z2nEttLi9NnYFVyyoSioiEhuTkZOLi4gBw1Jz+e97O48ekp6cTrYvRIiKmsFgsLFiwgNtuuw2bzUZdZyd/yM2nqr3D7GhyAkXNLTyxr4BWt5uoqCh+/OMfq0AoptJOQpET8Hg8fPDBB7z//vt4PB4A4lMHk3nxfGITUkxOJyLniz0ymuFTrqZf5jiKvniH9sYadu3axb59+1i4cCEzZszAZrOZHVNEzkJXkdDrN6hucTEwURc0z5WuXYQRERHdbV1FRCS4WSwWhgwZQn5+Pp017SSOPr15sl07CbU4RETEfBdffDGJiYk8+eSTtHd28mRePjmjRpKVmGB2NDkut66eVw8dwWcYxMfHs3r1avr37292LOnhtJNQ5H8oKCjg17/+NW+//TYej4fIXnGMvHQxY+beqgKhSA/RO3kA469azrBLrsYeGY3T6eTVV1/lt7/9LUVFRWbHE5Gz0Lt3b5KTkwEob+40OU146ZrzOGjQIOx2rUUUEQkVXQs7XI2O0z7W1dj5rccQERFzDRs2jHvvvZeEhATcPj/P7T/Il7XHzI7V4xmGwfajlbxSeBifYZCWlsb999+vAqEEBRUJRY6rq6vjiSee4IknnqC+vh6LxcqAi6YzedEaUoaMxmKxmB1RRC4gi9VKetYkJi9aQ9rwiQBUVVXx+9//nueee47m5maTE4rImera7VDWqLmE51LZ8SJh125NEREJDampqQC4W5wYxqm34vZ7fHjb3d96DBERMV96ejobN26kf//++A2DVw8X8VHF0dN6jpdzx28YvFlcyrul5cDXhdzExESTk4kEaImv9HhOp5O///3vbNu2DZ/PB0BC2lAyJ19FTHyyyelExGwR0TEMn7KQfsMmULT7Hdobq9mzZw95eXnMmzePOXPmEBERYXZMETkNw4YNY/fu3ZQ3O/EbBlYtBDprLq+fmlYXoCKhiEioSUkJdMzxu3z4nF7svU7tva275evFNl2PISIiwSE+Pp57772Xp59+mkOHDvF+WQWtLjeLhg3V558LyOP385fCwxQ0NAIwYcIEbrvtNnVekaCi30bpsfx+P7t372bLli20tQWGrUfFxjN04jySBo7UzkER+ZbeSf0ZP385tcW5lOV+hNvZwVtvvcXOnTu5/vrrGTt2rJ43REJEVxHL6fFT1+6mX+8okxOFvopmJwaB2VaaSyUiElq+WeBzNztPvUjYHCgSRkVF0bt37/OSTUREzlx0dDR33303L7zwAnv27GFXTS0Or5cfjRiO3aoGg+eby+vjvw8cpLilFYDZs2dz3XXXYdX3XoKMioTSI5WWlvLqq69SXh7Y5m21RTBw9KX0HzUVm107gkTkxCwWC2nDJpA8cBQVBZ9SVbiLhoYGnn76abKysrjxxhtJT083O6aI/ICUlBTi4uJob2+nvMmpIuE5UHZ8JtWAAQOIjo42OY2IiJyO6Ojo7tdFT6sT0k+t4Oc5voM8OTlZi+VERIKU3W7n1ltvpU+fPnz44Yfk1zfg9HrJuWgkUTab2fHCVofHw7MFB6hs7wDg+uuvZ86cOSanEjkxla2lR2lpaeHPf/4z//Ef/9FdIEwZPJrJ197DwDGXqUAoIqfEHhnN0IlzmbTwbhL7Dwfg8OHD/OY3v+Evf/kLDofD5IQi8n0sFgvDhwf+dkuOF7fk7JQ2ah6hiEgo69OnDwBeh+eUj+m6b9exIiISnKxWK9dddx2LFi0C4EhzC3/M34/Dc+rP+XLqml0untxXQGV7BxaLhZycHBUIJahpJ6H0CF6vl48//ph3330Xlyuw2jGubxqZk6+iT8pAk9OJSKjq1SeJ0bOX0Fh1hJI979HZ1sgnn3zCV199xaJFi5g6daraSIgEqaysLPbu3UtJQ6fmEp4ll9dP5fG5VCNGjDA5jYiInImudqHeztMoEh6/r1qNiogEP4vFwrx584iJieGVV16hoq2dJ/MKuGt0Nn2iIs2OFzbqHJ38sWA/LS43NpuNO++8k3HjxpkdS+R7qUgoYa+wsJC//vWvHDt2DICIqBgGT5hDv8zxaokiJ2QYxmndLtK3/3AS+g2l6tBuKvK209HRwUsvvcSOHTu46aabGDx4sNkRReR/6CpmdXr81La5Se+jlqNnqqyxE78RWKHctUNTRERCS1ehz3daOwnd3zpWRESC36WXXkpMTAzPPfccxxydPL4vnxVjs+mrkQFnraq9gz8V7KfD4yUqKopVq1aRlZVldiyRH6QioYStxsZGXn/9dXJzcwM3WCykZ13M4HGXY4/UC5+cnN/nBWDRokXMnDmT7du3s2XLlu7bRU7EarORcdE0UoeMpnTvhxwryaO8vJyHH36YqVOnsmjRIl1AEQkiycnJJCYm0tTURElDp4qEZ6G4IdCyddCgQZpHKCISorp3Ep5GkdDX6f3WsSIiEhomTJhAdHQ0Tz/9dHdrzBVjs0nu1cvsaCGrsq2dZ/L34/T5iI2NZfXq1QwaNMjsWCKnRD3QJOx4PB7effdd/t//+3/dBcI+qYOYuGAlwy6+SgVC+UGG3wfAzJkziYqKYubMmd+6XeT7RPbqzYjp1zHuyjuITewHwM6dO/nXf/1Xtm3bht/vNzmhiECg3U7Xqs6ies0RPRtdRUK1GhURCV0xMTEA+Nyn/pnH5/J+61gREQkdo0aNYs2aNURFRdHqdvNUXgF1Ds1rPxMVbW3dBcI+ffqwYcMGFQglpITtTsK2tjaee+453n//fUpLS3G73aSmpjJ16lSWL19+0osYJSUlPPbYY+zYsYOmpiYSExOZNm0ad9999/duD/b7/bz00kv89a9/5ciRI1gsFoYOHcoNN9zAsmXLsNlsJz32TM8p31VcXMyLL77Y3Vo0slccQyfOI3lwtlqLyimzWAN/r9u3b+/eSfjN20VORZ+UgUyYv4Kaoq8oy/0Ip9PJa6+9xp49e1i6dCn9+/c3O6JIj5ednc2uXbsobezE5fUTZdf6udPV5PBwrD3Qbm7UqFEmpxERkTPVtRPcfxpFwq77ahe5iEhoGjp0KGvWrGHTpk20OZ08lRfYUZiqxR+nrLy1jT8VHMDl8xEfH8/atWvp16+f2bFETktYFglLS0tZsWIFlZWVAERFRWG326msrOTVV19l8+bN/Ou//ivXX3/9t47bt28fd955Jw6HA4vFQlxcHMeOHeONN97g3Xff5d///d+ZN2/ed85nGAYPPPAAb7/9NhB4g2wYBgUFBRQUFPDee+/x5JNPEhn53SGwZ3pO+Tan08mWLVv45JNPALBYrPQfNYWBYy7DHqH2YXJ6rLbAU+OWLVvYsmXLd24XOVUWq5X0rMkkD7yIsn0fUXPkK8rLy/m3f/s35s6dy1VXXUVERITZMUV6rFGjRmGz2fD5fBTVO8hOizM7Usg5VBfYhRkbG8uQIUPMDSMiImfsdIuEhmGoSCgiEgaGDBnC2rVr2bRpE+0OB0/lFbB8TDZpsbFmRwt6pS2tPLv/AG6fn4SEBNatW0dKSorZsUROW9gtl/Z6vaxdu5bKykoyMjJ4+umn2bt3L1999RVvvPEGU6ZMwePx8Ktf/YqCgoLu41paWli9ejUOh4M5c+awbds2vvjiCz7++GOuuOIKXC4XP/3pT7sLj9/02GOP8fbbbxMTE8PDDz/Ml19+yVdffcW///u/Exsby86dO/n1r3/9nePO5pzytYKCAh588MHuAmFc3zTGL1jB0IlzVSCUM3KyXafajSpnKiI6huFTFjJ23u306t0Xv9/Pe++9x0MPPURRUZHZ8UR6rOjoaIYNGwZA4TG1HD0Thcc6gMCuTKs17D5aiIj0GN1FQs8pFgk9X7fQV5FQRCS0DRo0iLVr1xIbG0uHx8vTefup6egwO1ZQK2lp5U8FgQJhYmIi69evV4FQQlbYfZJ/5513KCoqwmaz8Z//+Z/MmDEDq9WKxWJh5MiRPPnkk2RmZuLxePjDH/7Qfdxzzz1HY2MjAwcO5JFHHuneFtyvXz8eeeQRRo8ejcPhYNOmTd86X3t7O08//TQAv/zlL1m4cCE2mw2r1co111zDgw8+CMCLL774nWLfmZ5TAtra2vjTn/7EE088QXNzM1abnSET5zL+quXEJWpbt4gEn/jUQUxc+GMGjp6BxWLl2LFj/P73v+fll1/G6XSaHU+kRxo9ejQAh+s68BuGyWlCi9Prp7QxMLek6/soIiKhKSoqsMDW7/ZhnMLroe8bxcQTdU0SEZHQkpGRwbp164iNjcXh9fLH/APUd2pG4YkcbWvnuf0H8Pj9JCUlsWHDBpKTk82OJXLGwq5IuG3bNgCmTp3KRRdd9J2vR0VFdbcZ3b17NxBok/Hiiy8CcNttt33nDW5ERASrVq0C4K233sLtdnd/bcuWLbS1tZGQkMANN9zwnfNdddVVZGZm4vV6efPNN7tvP5tzCuzfv58HH3yQr776CoD4fkOYuPBuMi6ahkWr2EUkiFltdgaPn834BSuI65sOwGeffcaDDz5ISUmJyelEep4xY8YA4PB8XfCSU1N4rAO/AXa7XfMIRURC3Ddb4Bv+Hy4SGr6vdxKqfb6ISHjo378/69atIyYmhnaPh2fy99PsdJkdK6jUdji6dxAmJCSwfv16+vbta3YskbMSdtWU7Oxs5s+fz+WXX37S+3Rt/W1vbweguLiYuro6AKZNm3bCY6ZPn959TFdhCmDnzp0AXHLJJdjtJ55XdumllwKwffv27tvO5pw9mc/nY/PmzTz++ON0dHRgi4gma+oixlyxjF69E82OJyJyyuIS+zH+qrsYOnEeVpud5uZmfv/73/Phhx+e0uptETk3kpKSGDx4MAB51e0mpwkteVWB71d2drZazYmIhLhvFQm9/u+553fvo52EIiLho3///qxevZqoqChaXG6eyd9PuzavANDQ2ckz+fvp9HqJi4tj7dq1JCbqerSEvrArEi5fvpxHHnmE5cuXn/Q+X375JQBpaWkA3fOgLBYLQ4cOPeExiYmJJCQkAHDkyJHu27v+nZmZedLzDRkyBIDDhw9333Y25+ypmpubefTRR9m6dSsAvZMHMGnhj+k3bLxmxYlISLJYrQy4aCoTFqwkJj4Fv9/P66+/zlNPPYXDofloIhfKpEmTADhQ04H3FHZPCHS4fRQ1BJ6nJk+ebHIaERE5W99c9Ow/hSLhN++jnYQiIuFl8ODBrFq1iogIOw1OJ3/MP0Cn12t2LFO1uFw8k3+Ado+HXr16sXbtWlJTU82OJXJOhF2R8IdUVFSwZcsWAGbNmgXAsWPHgEBRrqsP/4l0/eF33f+b/+6aJ/h9xzU1NeHxeM76nD3RgQMHeOihhyguLgZgwEXTGDvvdqJi+5icTETk7MXEJzN+/nJSM8cBkJ+fz0MPPURZWZnJyUR6hokTJ2KxWHB6/RypU4H+VOyvaccwIDo6+oQt/kVEJLSc9k5C39eLalQkFBEJP1lZWdx113KsVis1DgfPFhzA7fP98IFhqKOr9arLRWRkJKtXr6Z///5mxxI5Z07cHzNMuVwuHnjgAZxOJ1FRUaxYsQL4uu1or169vvf4rjZKHR0d3bd1/fv7jv1m+6WOjg4SEhLO6pynw+fzUVhYeEbHBgPDMPjyyy/ZtWsXAPbIaLKmXUtSxgiTk4mInFs2ewQjpl1LfOogina/Q1NTE7/73e+YOXMm2dnZZscTCXsDBgzg6NGj5Fa1MapfrNlxgl5uVRsQWGWseaoiIqHvm10svlkAPJmuQqLFYlHnIxGRMGW325k7dy7vvfceFW3t/OXQEZaOGoG1B3V08/r9PH+gkPpOJzabjfnz5+NyuUL6erv0PD6fD5vNdtKv95idhG63mw0bNrBv3z4A/umf/qm74u89vl36h1a/dfXZ935je/WpHPvN/vy+4ysuzuacPYVhGOzatau7QNg7qT8Trl6lAqGIhLV+meMZP38Fvfok4/f72bZtG/n5+WbHEgl7I0eOBKDwWAdtrp73vut01LS5ONrsAr7+vomISGj75oUjw3cK7UaP3+f7LjiJiEjoGz58OJdddhkA+xsa+XtpucmJLhzDMHjtcBFlrYEFknPnziUjI8PkVCLnXo/YSdjR0cH69ev57LPPgMDcwltuuaX761279bpagZ6M+/iQ1m8W9qKjo+ns7PzeY93fGO7adezZnPN02Gy2kLx4YxgGW7Zs6Z4fmTzoIkZMvx6rPoCISA8Qm5DChPnL2f/xy7TUlrF9+3aSk5O722SLyLmXmZnJjh07cDgcfHW0jcuHaQD9yeypaAUgJSWFOXPmaDa0iEgY+OZ1i1MpEnbtNoyIiAjJaw4iInLqRo4cicViYfv27XxSWUVSr2guSTv56K1w8WHFUXLr6gFYtGgR8+bNMzmRyJnZu3fv93497HcSHjt2jNtuu627QHjnnXfy85///Fv3iY0NtJRyOp3f+1hdX4+LizutY7u+ZrFYiImJOetzhjvDMNi8eTNbt24FIHlwNiMvXawCoYj0KLaISLJnLSEhbSgAr732Gh999JG5oUTCWEREBFOnTgUCRTC/8cOt1noil9dPbmVgJe2MGTNUIBQRCRN2+9dryP2n0m70eCHxm8eJiEj4uuGGG7pHoWw+UsyRpmaTE51fe4/V8UH5UQCmTZvG3LlzTU4kcv6EdZHwyJEjLFmyhP379wOwYcMGfvnLX37nfunp6QA0NTV9786+2tpaAFJTU7tvS0tLAwLFyB86LikpqfsN9NmcM5wZhsEbb7zBBx98AEDK4NGMnH49FmtY/6qKiJyQzR7BRZffTEJaJgB/+9vf+PDDD01OJRK+pk+fDkCL08uROscP3Ltnyq9ux+0zsNvtXHLJJWbHERGRc8RqtXa3Dj21nYSB+5xp1yMREQktVquVO+64g/79++MHXjh4iGOO8PzMVN7axmuHiwDIysri5ptv1uJICWthW3nZu3cvy5Yto6qqCpvNxv/+3/+b9evXn/C+w4YNA8Dv91NefuK+yk1NTbS0tACBXsxduv5dWlp60ixlZWXfOs/ZnjOc7du3r/sCeMqQsYyYfp0KhCLSo9nsEWTPupnE9ECh8PXXX6ekpMTkVCLhKTU1lREjArOPPy9rMTlN8PEbBp+XBVYMT5gwobszhoiIhIeuRc2nUyTUTkIRkZ4jOjqau+++m/j4eFw+Hy8ePITb5zM71jnV4fHwwsFCfIZBamoqy5cv1/xdCXthWX05ePAgd999Ny0tLURFRfHII4+wdOnSk95/4MCBDBgwAIDPP//8hPfZsWMHEHgyHDduXPftU6ZMAeCLL77Ad5Inxa5Wp133Pdtzhiun08mrr74KQEJ6JiOmLVKBUEQEsNrsXHT5zcQmBnavv/zyyyd9zRGRszN79mwAihs6qWpxmRsmyByuc1DXHuiA0fV9EhGR8NG1K9Dw/nC7Ub/365mEIiLScyQkJLB8+XKsVivHHJ1sLgqfRcx+w+AvhYdpc3uIiopi1apV3aPDRMJZ2FVgOjo62LBhAy0tLURHR/P444+f0lDRq6++GoBnn332O3MCPR4PTz75JBDovxwVFdX9tXnz5hEVFUVdXV13geub/v73v1NcXExERAQ/+tGPzsk5w9Vbb71FS0sLVpud4ZdcrQKhiMg3WG12hk+5GiwWqqurNZ9Q5Dy56KKLutvCf1YS3nM2Ttenx78fI0eOJCMjw+Q0IiJyrnXtCvRrJ6GIiHyPIUOGcN111wHw1bE69tSefAxXKPn4aCWHmwMdZZYsWdJjxn+JhF0VZtOmTd3tO//X//pfTJs27ZSOW7lyJfHx8ZSWlnLPPfdQUVEBBGYC3n///RQUFBATE8OqVau+dVx8fDwrV64E4P/+3//LX/7yF7xeL36/n7fffptf/OIXANxyyy3d8wvP9pzhqKKigu3btwMwaOxMouMSTE4kIhJ8eif1Jz1rMgDvvPMODQ0NJicSCT8Wi4U5c+YAUFDbTpPj5LOje5KKZiflTYFFbXPnzjU5jYiInA9f7yQ8hSKhV0VCEZGebNasWYwdOxaAzUXF1HR0mJzo7BQ3t7C1LHBt/rLLLmPSpEkmJxK5cMLq3Zzb7eb5558HAhd4fvvb3/Lb3/72e4/59NNPAejbty8PP/wwa9asYceOHcybN48+ffrQ1taGYRhERETwu9/97oSrptesWUNBQQHbtm3jV7/6Ff/n//wfrFYrnZ2dAEybNo2f//zn3znubM4ZbjZv3oxhGMTEp9B/1FSz44iIBK3B42fTUHEQd2c777zzDrfeeqvZkUTCzqRJk3jrrbdobm7m05JmFo1OMTuS6T4pbgIgIyODrKwsk9OIiMj50FUk9J9CkbDrPj2h65GIiHyXxWIhJyeHqqoqGhoaePHgIdZOGEdkCM7va3d7eLnwMAaBzzuLFy82O5LIBRVWOwkPHTpEe3s7AIZhUF9f/4P/fdOMGTN44403uOGGG+jXrx+dnZ0kJiYyf/58Xn75ZS6//PITnjcyMpJNmzbxL//yL4wbNw6bzYbP52PkyJH89Kc/5YknniAyMvKEx57pOcOJ3++ntLQUgIFjLsNqDb0XExGRC8UeEcWAUYFd8iUl4dP7XySY2O327t2EXx5tpbmzZ+8mrGpxUXjMAQRa7VssFpMTiYjI+dB13eJUdhJ2FQk1k1BEpOeKiYnhzjvvxGazUd/p5L2ycrMjnZEtxSW0ezxER0dz1113aZe89Dhh9Rs/ZswYCgsLz+oxhgwZwoMPPnjax1mtVnJycsjJyblg5wwXjY2NuN1uAOIS+5mcRkQk+MX2DTxXNjQ04HK5tIJb5Dy49NJL+eCDD2hpaeHjoiauG9Nz51F8eKQRgP79+zNu3DiT04iIyPnSVST0e30/eF/j+H1OtiBaRER6hkGDBrFgwQLefPNNPq+qYWxyMoP69DY71inbX99Afn1glMuNN95IcnKyyYlELryw2kkooam6uhoAq81OdFyiyWlERIJfbHyg9aFhGNTW1pqcRiQ8RUREcOWVVwKwt7KNxh46m7Ci2cnhusAuwgULFmC16uODiEi46m436jmFnYQe7SQUEZGAK664gv/P3p1Gt3Wf977/ASBAcBBncRIpiaQmkqIpiqRGavIgy7JlWZbTtLXTTCttsnKb26TDal/0Xd90rWZ19ayu1dWcW6+e09OT29zbk1znxI5jO7YsWbYsUfNESuIokeJMcMKMfV9AgEjNEkFuiPh+3gjYG9h4PAjD/u3n+S9ZskSGpJ9fuSZ/6OGfI/HAHQjonWvhCU1r1qxRY2OjyRUB5uBXPkwXCQlTMvJk4cQTADyU3ZkmuzNN0u33UACxt2nTJmVnZytkSIeujphdjik+vhLuIiwpKVFNTY3J1QAA5lJkOkXI//BOwkhIyEQLAIDNZtPv/d7vyWq1asDt1idd180u6ZG829ahCb9fycnJ+upXv8qyCkhYJDIwXejW1SWhYMDkSgDg6WCEQjIi751PyRV6wNMoKSlJu3fvliSd6RlX37jX5Irm17XBKbUNuSVJL730Ej+aAWCBe7yQMDjjOQCAxFZSUqLnnntOknT4+g31TkyaXNGDXRkZ1an+AUnSvn37lJ3NdDskLkJCmK6yslKS5B4blHts2ORqACD+jQ10K+ALn7hfs2aNydUAC9uGDRuUnx9ej/CDliGTq5k/IcOI/vOWl5erqqrK5IoAAHPN6XRKkkK+Rxg36iMkBADMtHv3buXn5ysk6d32DhmGYXZJ9xQ0DL3b1iEp/Ftny5Yt5hYEmIyQEKYrLS1VRkaGJGnoRqvJ1QBA/Bu6Hn6vLCkp4Wo3YI7ZbDbt27dPknR10K1rg1MmVzQ/zvZM6Oa4T5K0f/9+uggBIAE4HA5Jj9dJGAkWAQCw2+06cOCAJKndNabWkVGTK7q3k339GnC7ZbFYdPDgQdZdR8LjbwBMZ7VaVV1dLUkavt5icjUAEN8Mw9DwrQsq1q5da3I1QGJYu3atysvLJUkftA4pFKdXxMaKPxjSb2+tRVhXV6dly5aZXBEAYD7c7iRk3CgA4MmsWbNGq1atkiS939GpYJz9dvIGg/qos1uS1NDQoCVLlphcEWA+QkLEhWeeeUaSNDZwXX1tZ02uBgDi1/WLR+WZCF+NF3nvBDC3LBaL9u/fL0m6OebT2Z5xkyuaW593uDTmCchms+nll182uxwAwDxJSUmRJIV8gQc+zjAMBb3BGc8BJeGBIQAAIABJREFUAEAK/3Z69dVXZbFY1D/l1qm+frNLmuGzGz2a8Ptlt9u1d+9es8sB4gIhIeLC6tWro2vdXP3yXY0P9ZhcEQDEn5Gea+o884kkaePGjSouLja3ICCBLFu2THV1dZKkD1uH5Q08fL2mp9GYJ6DDbSOSpG3btikvL8/kigAA8yUS+AUf0kloBA0pZMx4DgAAESUlJaqvr5ckfdTVLV/w4R3q82HC59OR6+Fzztu3b2f5FuAWQkLEBavVqrfeekt5eXkyQkFdPvyf8nkmzS4LAOKGe3xYlz/7hSRp6dKleuONN0yuCEg8r776qux2uya8wWiQttB81Dokf9BQenq6du/ebXY5AIB5NH3cqPGA8XBB7+1OQ9YkBADcy8svv6ykpCSN+/w62TdgdjmSpKM9N+ULhZSWlqbnn3/e7HKAuEFIiLiRmpqqb3/723I4HPJOjenykf+lUCg+rjQBADMF/T5d+vT/VdDvUXp6ur71rW/JbrebXRaQcLKzs/Xss89Kkj5vH9XwlN/kimLr+qhHZ3omJIV/1KempppcEQBgPkW7Ao3baw7ey/Q1C+kkBADcS3Z2thobGyVJn/X0mL6uuzcY1Je9NyWFJ6bw+QXcRkiIuFJUVKQ333xTkjTW36XzH/27fO4Jk6tCorHakh5rOzCX3OPDOvPBf9OUa0BWq1Xf/OY3lZWVZXZZQMJ67rnnlJWVpaAh/ebykNnlxEzIMPTrS4OSpCVLlmjjxo0mVwQAmG/TLw4Jee4fEgY9tzsJOckKALifnTt3SpJGPF5dGho2tZaTff3yBIOy2+1qamoytRYg3hASIu7U1tbqlVdekSSNDXTr9K//RWMD3SZXhUSSsbjkPttL57kSJLrhG1d0+tdva2q0X1arVV/96ldVUVFhdllAQnM4HHr11VclSZf7J3VtcMrkimLjbM+Erru8kqTXX39dVis/EwAg0UwPCaePFL1TZJ/dbpfD4ZjzugAAT6eCggJVV1dLkg7f6HngKOu5FDQMfXajV5LU2Nio9PR0U+oA4hW//hGXnn/+eX3729+W0+mUzz2hcx/+D/W0HDftwwSJpXj1BtnsyTO2JTlSVLy60aSKkGiMUEidZw/p4qGfKej3atGiRfr+979PZw8QJ+rq6lReXi5Jeu/SoIKhp/v7iScQ0gct4a7Iuro6LkYAgATldDplsVgkPTgkDN3ax1hqAMDDRJZruD4+oa7xcVNquDg4pFGvVxaLJdrdCOA2QkLErZqaGv3oRz9SYWGhDCOktubfqPXzdxQMLKz1fxB/0rLytXrrgej9vKVVqnn+LaVl5ZtYFRKF3+vWxUP/oe7zRyRJZWVl+rM/+zNO2gNxxGKx6ODBg7JYLBqc9OtYp8vskmbl0NVhTfqCcjgc2r9/v9nlAABMYrVao+NDp48UvVNkHyEhAOBhysvLVVoansx14ma/KTWc6Au/bnV1tfLzObcH3ImQEHEtPz9fP/zhD1VXVydJGug4r1Pv/lcN37hicmVY6FIzcqO3l6/bRUCIOWcYhvrbz+vUuz/RSG+bpPBi2t///veVmZlpcnUA7rRkyRJt3bpVkvTJ1WGNP6DjIp4NTPiiIecLL7zAmqcAkOAiwR8hIQAgFiwWizZt2iRJujA4JF/w/mvezgWX16u20fDvnUgdAGYiJETcS05O1h/8wR/otddek9VqlWdiRBcP/UwXPv6/NTU2ZHZ5ADBrE8O9OvvBf1fr5/+ffO4J2e12vfXWWzp48KCSkpLMLg/Afbz00ktKS0uTL2jow5Zhs8t5bIZh6L1LgwoZUl5ennbt2mV2SQAAk6WlpUl6tJAw8lgAAB5k3bp1stls8oVCujg0v7+bzg4MylD4M6uysnJeXxt4WhAS4qkQmRn9F3/xF1q9erUkaaT3mk796idqP/WRAn6vyRUCwOPzeSZ15divdPrXb2t88Lokqba2Vn/1V3+lhoYGk6sD8DBpaWl6+eWXJUlnesbVPeoxuaLHc7l/Um1DbknSa6+9xkUJAIBpIeH9l/kI3NpHSAgAeBRpaWmqrq6WJJ3uH5i31zUMQ6duvd769etls9nm7bWBpwkhIZ4qhYWF+u53v6tvf/vbys3NlWGEdOPSF2r+5T+pr+2MDMMwu0QAeKhQKKgbl78Mv3ddOy1JKioq0ve//31985vfVE5OjskVAnhUmzZtUklJiSTpvYuDCj0l30X8wZDevxyeyFBZWRn90Q4ASGx0EgIA5kJjY6Mk6dqoS2Ne37y8Zu/kpPqn3DNeH8DduFwYTx2LxaKamhqtWbNGn3zyiT744INwN84X/1u9rSdUunabcpaslMViMbtUAJjBCIU00HVR3eePyH1rXHJqaqpeeuklbdmyhavagKeQ1WrV66+/rv/yX/6Lesa8On1jXOtLMswu66E+ax/VqDsgm82mAwcO8L0JACDpdvAXcD8gJHQTEgIAHk9lZaVSU1M1NTWlS8PD2lhUOOeveeHWaNPFixertLR0zl8PeFoREuKpZbfb9cILL6ixsVG//OUv1dzcrInhm7r06f+j1Kx8lVZtUd7SSlmsNMwCMFcoGFB/+1ldv/i5PBOjksIXPGzZskV79+7lBAvwlCsvL1dDQ4NOnDihD1uHVFmQphR7/Ib+o26/jrSF34t27Nih/Px8kysCAMSLRxk3GmTcKADgMSUlJamyslLNzc1qHR6Zl5CwdXhEklRTU8NFkcADEBLiqZeVlaWvfe1rampq0vvvv6/Lly9rarRfLUd/oc6zh1RStVn5ZTWy2vjfHcD8CgZ8unn1lG5c+kI+94SkcDhYW1ur3bt3q7i42OQKAcTKvn37dPbsWU35fPr02oheXJNndkn39UHLsAIhQxkZGdq9e7fZ5QAA4kh6erqk292CdzIMI9plGHksAACPoqqqSs3NzWpzjckfDMo+h9OUxrxe9U5ORV8XwP2RmmDBKCsr03e/+111d3frww8/1NmzZ+WZGNHVL99V17nDWlK5SYUr1smW5DC7VAALXMDnVk/LCfW0HlfAG55/b7Va1dDQoOeee04FBQUmVwgg1jIzM/XCCy/oV7/6lY51ulRfmqG8tPj7ztE14taFm+GLFl555RU5nU6TKwIAxJNI8Bdw37uTMOQLSiFjxmMBAHgUa9askcVikT8UUptrTKtzsufstVpGwpNTnE6nysrK5ux1gIWAkBALTmlpqb75zW+qr69PH374oZqbm+Vzj6v95AfqvnBExasaVbiiTo4UftAAiC3PpEu9rc26eaVZwUB4IW673a5Nmzbp2WefVXb23H0BBmC+nTt36ujRoxoZGdEHLUP6vfVFZpc0Q8gw9OtL4fVQS0tL1dDQYHJFAIB4Ewn+jEBIRtC4a//0DkNCQgDA40hLS9Py5cvV3t6u1pGROQ0JI6NG16xZI9scdiwCCwEhIRasgoICvfnmm9qzZ48+/vhjffHFFwp43eo696m6LxxRXmmlClfWK2NxCXOpATwxwzA02tum3ivNGu65KhnhkynJyclqamrSzp07tWjRIpOrBDAf7Ha79u/fr3/9139VS/+Urg1OqSIv1eyyos72TKhnzCtJOnDggKys2wwAuMP04O9e6xIGpm0jJAQAPK6qqiq1t7erbXRszl4jZBhqd4WPX1lZOWevAywUhIRY8HJzc/XGG29o9+7dOnTokD7//HNNTU1poPOCBjovKDUrX0Ur65W/fK1s9vgbCwYgPgV8bvVdO6veK83yTIxEt2dkZKipqUlNTU1KTY2fcADA/KitrVV5ebna2tr0/uUhfXdriqxxcDGSLxDSR63hLsK6ujqVl5ebXBEAIB5Nv7gt4Ll7XcLgVDgkTE5OlsPB72cAwOOpqKiQJA243Zr0+5Vmt8f8NfqnpuQJBme8HoD7IyREwsjIyNC+ffv04osv6tSpUzpy5Ii6u7s1Ndqva8ffU8fp3yq/7BkVrVyv1Mw8s8sFEKcmhnvVe6VZAx0XFArePnGyYsUKNTU1qaamhlEWQAKzWCw6cOCAfvzjH6t/wqczN8ZVV5Jhdln6otOlcW9QSUlJ2rdvn9nlAADiVHJysmw2m4LBoELuu0PCSHBIFyEA4EmUlpZGP2e6xsZVmZsT89foHBuXFD4XnJubG/PjAwsNISESjsPh0MaNG7Vx40Z1dXXp8OHDOnXqlAJ+r3pbj6u39bgyC5araFW9cpaslNXKyX4g0QUDfg11X1Zva7PGh25EtycnJ6uxsVFbt25VUVF8rT0GwDylpaWqr69Xc3OzPr46rLVF6bLbzBvtOekL6khbuON5+/btysmJ/Q9xAMDCYLFYtGjRIo2Ojs4YLRoR6SQkJAQAPAm73a6lS5eqvb1dnWNjcxoSlpWVscQU8AgICZHQli5dqjfffFOvvfaajh07ps8++0xDQ0Ny9XXI1dchuzNNi5evVUF5rdKyFptdLoB5ZBiGJoZ71XftjAY6Lyjo90b3FRYWqqmpSQ0NDXI6nSZWCSBe7d27V6dPn9aYJ6hjnS41lWebVsun10bkCxpKSUnRc889Z1odAICnQ3p6ukZHRxXyBO/aF3ATEgIAZqesrOxWSDg+J8fvHAuvR8gSC8CjISQEJKWlpenZZ5/Vzp07dfnyZR05ckSXLl2S3zOpnsvH1HP5mNJzi1VQ/owWL6tWkoNQAFiofJ5JDbSfV1/bGU25BqLbrVarnnnmGTU1NamiooKr0QA8UG5urrZu3apPP/1UR9pGtb4kQ6mO+Z9OMDzl1/EulyTphRdeUFpa2rzXAAB4ukTWJbxnJ+GtkHD62oUAADyOsrIySVLPxKSCoZBs1thNXZnw+eTy+ma8DoAHIyQEprFaraqqqlJVVZVGRkZ0/PhxHTt2TENDQ5oY6tHEUI/aT36o3JLVKqioVWbBcoICYAEIhYIa6bmmvrYzGrlxVYYRiu4rKirSxo0bVV9fz8kQAI9l9+7dOnbsmDxer462j+r51fO/HsYnV4cVMqSsrCxt27Zt3l8fAPD0iXQJGsGQ7BnJkiR7mkOSFJgiJAQAzE5JSYkkKWgYGnC7VRjDCxl7Jiclhc/xsiwM8GgICYH7yM7O1u7du/X888+rra1Nx44d05kzZ+Tz+TTQeUEDnReUnJap/LIaFZTXypmeZXbJAB7TlGtAfW1n1d9+Tn7PZHR7SkqK1q9fr40bN6q0tJSLAQA8kfT0dO3atUu//vWvdazLpc1lWUqbx27CwQmfzvVMSJJefPFF2e32eXttAMDTKxIABt0BVfx+rSTJcmtt3SDjRgEAs5SVlaXU1FRNTU2pd2IqpiFh78SUJKmgoIDfP8AjIiQEHsJqtWrFihVasWKFDh48qNOnT+vYsWNqb2+Xd9Kl7vNH1H3+iDLylyp/+VrlLa1kHCkQx3yeSQ12XlR/+zlNDPdGt1ssFq1atUobN25UTU0NXyYBxMSOHTt06NAhud1uHW0f1Qvz2E146NqIDIVHn27YsGHeXhcA8HSLjhud8kfDwQjWJAQAzJbFYtGSJUt05coV9U5Oqk6LY3bsm7c6CZcsWRKzYwILHSEh8BicTqc2bdqkTZs2qa+vT19++aWOHz+usbExjfV3aay/S9dOvK+cJSuVX7ZW2UUrZLXN//pDAGYKBvwavt6q/o5zGultkwwjui9y8nzDhg3Kzs42sUoAC1FKSop27dqld999V192ubR5eabSk+f+K/jAhE/ne8NdhC+88IJsfB8BADyi252EM9ckNEKGgu7AjMcAAPAkSkpKoiFhLPUSEgKPjZAQeEIFBQXat2+f9u7dq5aWFjU3N+vs2bPy+/0a6r6soe7LSnKkKG9ZpfKX12hR3hJGFgLzyAiF5OrvVH/HeQ11XVYw4IvuczqdWrdunRoaGlReXi5rDBfJBoA7bd++XZ988ommpqZ0tMOl3fPQTfjptC7CxsbGOX89AMDCEekSDLj9Mgwj+jt2emhISAgAmI3i4mJJUt/kVMyO6Q+FNOT2SCIkBB4HISEwSzabTVVVVaqqqpLH49HZs2fV3Nys1tZWBXxu3bxyUjevnJQzPUuLl69V/vIapWTkmF02sGBNjvarv/2cBjouyOcej263Wq2qqqpSQ0ODqqurGScKYN44nU7t2rVLv/rVr3Siy6Vt5VlKsc9dZ9/IlD/aRbh79266CAEAjyUaABpS0BtQkjP8vTlASAgAiJGCggJJ0lQgoEm/X2kxOEcz5HYrMjcqcnwAD0dICMSQ0+mMji10uVw6efKkjh8/rp6eHnkmRqPrFy7KLdbi5WuVt6xKDmfsFucFEpV3ckwDnRfU33FeU6P9M/YtX75cDQ0NWrduHWunADDN1q1b9eGHH8rr9epE95i2lc/deOPPO0ZlSMrKylJ9ff2cvQ4AYGGaHgAGp/x3hYQWi0Wpqamm1AYAWBjy8/Ojtwem3ErLnH1IODDllhQ+P5uRkTHr4wGJgpAQmCOZmZnatWuXdu3apZ6eHp04cULNzc1yuVwaH+rR+FCP2k5+oOzCMi1evlY5JauUZE82u2zgqeH3ujXUfUn9HRc01t81Y19eXp4aGhrU0NCgvLw8kyoEgNtSU1O1ZcsWffzxxzrW6dKmZZmy22I/6njSF9TJ6+Eu6h07digpia/7AIDHk5aWJovFIsMwFJjyK/nWIJzgVDgkTE9PZ1w/AGBWnE6nMjMz5XK5NOh2a3nm7EO9AXc4JMzPz2fJJ+AxcNYAmAfFxcV69dVX9corr+jatWs6ceKEzpw5I4/Ho5HeNo30tslqS1JOySotXlat7KIKWRkNBtwlGPBr+MYVDXSc10jvNRmhUHRfWlqa6urq1NDQoGXLlvGFEEDc2bFjhw4dOqQJb1BneyZUXxr7q1uPd7kUCBlKSUnR5s2bY358AMDCZ7PZlJqaqsnJyRnrEAbcAUmMGgUAxEZBQYFcLlc03JutSCcho0aBx0NICMwjq9WqlStXauXKlXrjjTd08eJFNTc368KFCwoGAxrsvKjBzotKcqQob2mlFi+vVsbiUsIOJDQjFNJoX4cGOs5rqLtFwYAvus/hcKimpkb19fVavXo1624BiGuR8Z/Hjx/X5x2jWl+yKKaf8f5gSF92uiRJTU1NcjqdMTs2ACCxLFq0SJOTkwpM3Q4Jg1O+6D4AAGYrPz9fra2tGpzyxOR4g25P9LgAHh0hIWASu92u2tpa1dbWampqSmfPnlVzc7OuXr2qgM+tm1dP6ubVk0pOzdDi5Wu1eHm10rL4kENiMAxDE0M96u+4oMGui/J7JqP7rFarKisrtX79eq1du1bJyYzpBfD02Llzp44fP67BSb86hj0qy02J2bEv9k1qyh+S1WpVU1NTzI4LAEg8ixYt0s2bN6PrEEq31yQkJAQAxEJkeZhhz+xDQsMwosdZvHjxrI8HJBJCQiAOpKamatOmTdq0aZNcLpdOnjypkydPqru7W96pMV2/eFTXLx5Vala+8pev1eJl1UpOYwFeLDzusWH1d5zXQOcFecaHZ+wrLy/X+vXrtW7dOqWnp5tUIQDMzpIlS1RWVqb29nZ92eWKaUh4vCvcRfjMM88oMzMzZscFACSeyPft6Z2EganAjH0AAMxGJCQc8XgUMgxZZzFlZSoQkDcYlCTl5ubGpD4gURASAnEmMzNTu3bt0q5du9TX16eTJ0+qublZg4ODmhrtV8fp36rj9G+Vkb9U+cvXKm/pGiU5YneCEZhvPveEBrsuqb/jvCaGembsKywsVH19vdavX8+XPAALRlNTk9rb23W5f1JjnoAynLP/St475tX1UW/0+AAAzEakWzB4ax3C8G06CQEAsRMJCQOGoTGfT1mzmBQ17L7djRg5LoBHQ0gIxLGCggK99NJL2rNnjzo7O9Xc3KxTp05pYmJCY/1dGuvv0rUT7yuneIUWL1+rnCUrZLXx1xrxL+j3aeh6i/o7zmv0ZrtkGNF9WVlZWr9+verr61VcXMyanAAWnNraWv385z/XxMSEmrvHtGtlzqyPGekiLCwsVEVFxayPBwBIbJEg8F7jRukkBADEQm5uriwWS3hUqNszq5Bw6Nao0bS0NKWk0EwBPA7SBOApYLFYtHz5ci1fvlyvvfaaWlpa1NzcrHPnzsnnC4ctQ9dbZLMnK690jRYvX6vMgmWEK4groVBQo73tGug4r6HrrQoFb59wcDqdWrdunerr61VRUSGr1WpipQAwt5KSkrRx40Z99NFHOn1jXDtWZN9ztE6GM0nZqUnR2/fjC4Z0vndCkrR161Y+/wEAsxYJAiPdg4ZhKDhFJyEAIHbsdrsyMzM1OjqqYY9H5XryJRNGPOGpKkyhAh4fISHwlLHZbKqqqlJVVZW8Xq/OnTunEydOqLW1VUG/V31tZ9TXdkbJqRlavHyt8stqlJpJmz3MYRiGJkf61N9+VgMdF+T3TkX32Ww2VVdXq76+XlVVVbLb7SZWCgDza8OGDfroo4/k8gTUOey559qENqtF/0fT0ujt+7ncNylf0JDNZtP69evnrGYAQOKIdhLeCgZDvqCMUHj6B52EAIBYycnJ0ejoqEa93lkdZ+RWJyEhIfD4CAmBp1hycrIaGhrU0NCg8fFxnTp1Ss3Nzers7JR3akzXLx7V9YtHlZ5brPyyGi1eViV7cqrZZSMBeKfGNdBxXv3t5zTlGohut1gsqqioUH19vWpra5Wayv+PABJTQUGBli1bps7OTp3pGb9nSCg9OByMOHNjXJJUXV2ttLS0mNYJAEhMkc8TIxBSyB+MdhRKdBICAGInJydHbW1t0U7AJzVyK2TMyZn9Ug5AoiEkBBaIRYsWafv27dq+fbsGBgZ0/PhxHT9+XCMjI5oY6tHEUI/aT36g7OIVyi+rUU7xSlltNrPLxgISDPjD6wy2n7trncH8/Hw1NjaqoaFB2dnZJlYJAPGjsbFRnZ2dunhzQnsr8+RIevxRy2OegNqG3NHjAQAQC9ODwKA7oIA7EL3PBSkAgFiJdP6NzLqTkJAQeFKEhMACtHjxYu3du1d79uxRW1ubjh8/rtOnT8vr9Wr4equGr7cqyZGixcuqlF9Wo/TcYtYvwhMxDEOu/i71t5/VUNdlBQO+6L60tDStX79ejY2NKi0t5f8xALhDXV2dfv7zn8sXDOpy/6SeKX78zozzvRMyFH7PraysjH2RAICENH2kaMDtj3YSOhwOORwOs8oCACwwkVAvMi70SQQNQ2Ne1iQEnhQhIbCAWa1WrVixQitWrNDBgwd17tw5HT9+XC0tLQr43Oq90qzeK81KychVQcU65ZfVyOHkqlA8nGfSpf62M+prOyvvpCu6PbLOYGNjoyorK5WUxMcMANxPWlqa1qxZowsXLuhS35OFhBdvTkiSamtrec8FAMRMcnKybDabgsHwqNGAJ9xJyKhRAEAsRULCcZ9fgVBISdYnmK7i9Sp0x/EAPDrOJAAJwuFwqL6+XvX19XK5XGpubtbx48fV29sr99iQOk59pM7THyunZKUKKtYpu7Bclif4YMbCFQoGNXyjVTevndZob9uMfcuWLVNjY6Pq6uoYPwQAj6G2tlYXLlzQ1cEp+YIhOWyP/tk75gnoussbPQ4AALFisViUnp4ul8ulgCcQ7STkuz4AIJamh3our1e5Kfdeq/1BRqeNKmWJG+DxERICCSgzM1PPPvusdu3apRs3bujYsWM6ceKE3G63hrpbNNTdIkfqIhWU16qgvFbO9CyzS4aJplwDunntjPrbzyngnYpuX7RokTZs2KANGzaooKDAxAoB4OlVXV0tq9UqfzCka4NTqixIf/iTbrnUNylJSk1N1YoVK+aqRABAgkpLS5PL5VLQE1DwVichISEAIJaysrJksVhkGIZGnjAkjKxHmJGRIbvdHusSgQWPkBBIYBaLRSUlJSopKdG+fft07tw5ffHFF7py5Yp8U+PqPn9E3eePKKuwTAUV65RbskpWG28biSDo92mg66L6rp3R+OD16HaLxaKqqipt2rRJVVVVstlsJlYJAE+/tLQ0rVy5Ui0tLbp4c/IxQ8LwqNG1a9fyfgwAiLnIuoRBt19BD52EAIDYs9lsysrK0sjIiEY93rv2ZzgcynEmR2/fS6STkC5C4Mlwth+ApJnjSAcHB3Xs2DF9+eWXcrlcGr3ZrtGb7UpypCi/bK0KV9YrNYOFgBeiieGb6r3SrMHOiwoGfNHtubm52rRpkxobG5WVRWcpAMRSTU2NWlpadGVwSiHDkNVieehz3P6gOkc8kqRnnnlmrksEACSg1NRUSQp3ErrpJAQAzI3s7OxwSOi9OyS0Wa36P9evi96+l8jzWI8QeDKEhADukpeXp5dffll79uzR5cuX9fnnn+vixYsK+NzqaTmunpbjyiosV9GqeuUUr2DtwqdcKBjUUPdl9bSemNE1mJSUpNraWm3atEkVFRWy8t8ZAOZEVVWVJMnjD+mGy6vSLOdDn9M+5JZhhK+8Xbly5VyXCABIQNFOQo+fcaMAgDmTk5Ojtra26NjQO90vHIyIdCASEgJPhpAQwH3ZbDZVV1erurpaY2Nj+vLLL3X06FENDw9r9GabRm+2KTktU0Ur16ugfJ3szlSzS8Zj8E6N6ebVU7p59ZT8nsno9oKCAm3dulX19fWcBACAeZCTk6P8/Hz19/fr6sDUI4WEVwfDa8RWVFQoOTl5rksEACSgaCehN6igl5AQADA3IuHevToJHwWdhMDsEBICeCQZGRl6/vnn9eyzz+rSpUs6fPiwLl++LO+kSx2nP1bn2U+1eFm1ilbVa1Fusdnl4j4Mw9BYf5d6Wk9o6HqLZBiSJKvVqpqaGjU1NWnFihWyPMKoOwBA7KxZs0b9/f26NjilXSsf/OPWMAxdHXRHnwcAwFyYMW70VidhSkqKmSUBABag2YSEIcOQy+ubcRwAj4eQEMBjsVqt0e7C/v5+ffbZZzp27Jg8Ho/628+qv/2s0nOLVbyqQXlLq2S12cwuGZKCAZ/628+jVOI+AAAgAElEQVSpt7VZU66B6Pb09HRt3rxZW7ZsYYFnADBRZWWlPv30U91weeX2B5Viv//n5+CkX2O3TtYSEgIA5kokEAx6A3QSAgDmTCTcG/P6FAyFHjpedLpxn0/BWxfAExICT4aQEMATy8/P14EDB7R37141Nzfr8OHD6u3t1cRQj1o/f0cdpz9W8ZoNKlxRpyQ7o9DM4PdOqbf1hHpaTyjgdUe3L1++XE1NTVq3bp2SkvgoAACzRdZ+DYVC6hrxaHX+/U/Cdg6H38/T09NVVFQ0XyUCABJMJBAMTPii2+gkBADEWuSidUOSy+dTjvPhyy9ETO8+5OJ34MlwZhjArCUnJ2vLli3avHmz2tradPjwYZ09e1Y+97g6Tn2k7vOfqWjVehWvapQjJd3schOCZ9KlG5e+UN+1MwoF/ZKkpKQkrV+/Xtu2bVNpaanJFQIApnM4HCotLVVnZ6c6HxYSjngkSeXl5YyHBgDMmXsFgoSEAIBYy87OlsVikWEYGvF4HyskHPGEQ8L09HQ5HI65KhFY0AgJAcSMxWJRRUWFKioqNDQ0pE8++URffPGF/H6Prl84qhuXjqmg/BktqdyklEWMAJgLkyN9un7pCw10XoiuN5iSkqKmpiZt27ZNGRkZJlcIALif8vJydXZ2qmvY/cDHdU0LCQEAmCuEhACA+ZCUlKSMjAy5XC6Neh5vXcJISMioUeDJERICmBO5ubk6ePCgXnzxRR05ckSHDx/W5OSkbl49pZvXTiuvdI1KqjYrPSc+x6Q5UhfJmZ4dvR3PDMOQq79LNy4e1UhvW3R7Zmamdu7cqc2bN8v5GFdhAQDMUVFRoY8//lg9Y175giE5bHevxTHq9st1az3CioqK+S4RAJBA7vUbgpAQADAXcnNz5XK5NOL1PNbzIo/Pzc2di7KAhEBICGBOpaena8+ePdq1a5eOHTumjz/+WCMjIxrsuqTBrkvKLqrQstqdSs8pNLvUGaxWm9a/8kfR2/HK1d+lzjOfaGygO7otPz9fzz33nOrr61lvEACeImVlZZKkkCH1uLxannP3idjro+ErZZOTk1VcXDyv9QEAEsudIaHdbpfNFr+/jQAAT6+cnBy1tbU9difhKJ2EwKxx9hjAvEhOTtb27du1detWnT59Wh999JF6eno00ntNI73XlLe0Uktrtis1M8/sUqPiORycGO5V55lPZnQOlpWV6bnnnlNVVZWs1ru7TwAA8S0tLU15eXkaHBxU79i9Q8IeV/hK2ZKSEk7UAgDm1J0hIV2EAIC5Egn5RryPOW7US0gIzBYhIYB5ZbPZVF9fr/Xr1+v8+fN699131dvbG+4s7L6sgrJnVFqzTc60TLNLjUtTrkF1nj2koe7L0W3Lli3TK6+8opUrV5pYGQAgFkpLSzU4OKge171/HPeMhbcvXbp0PssCACQgq9Uqh8Mhn88nKXzhJwAAcyEaEj5GJ2HIMOTy+mY8H8DjIyQEYAqLxaKamhpVV1fr1KlTeu+99zQ4OKi+tjPq7zivwhXrVVq9RY6UdLNLjQueiVF1nT+s/vZzkmFIkoqLi/Xyyy+rqqpKFovF5AoBALFQWlqqU6dO3TMkDBlGdHtJScl8lwYASEBOp5OQEAAw5yJrCo77fAqEQkp6hAlZLq9PoVvnyAgJgSdHSAjAVFarVfX19Vq3bp2++OIL/eY3v5HL5VJv63H1XTutJZWbVFK1WbYku9mlmiLg86jr3GH1XjkhIxSSJOXl5emll15SXV0dY0UBYIEpLS2VJA1N+eUJhORMuv0+Pzzlly8Y/hFMJyEAYD5MDwYJCQEAcyUS8hmSRr1e5T3CiOsRj+eu5wN4fISEAOKCzWbT1q1b1djYqM8++0wffvihJicn1X2re66iYbdyliTOOE3DMDTQcV7tpz6S3zMpScrMzNSePXu0YcMG1qECgAVqyZIl0dv94z4tzb69HlTfeLiTw+FwRK+0BQBgLhESAgDmQ1ZWlqxWq0KhkEY8jxgS3lqPMDMzU3Z7YjYXALFASAggrjgcDu3atUubN2/WBx98oE8++UTeyVFdPPQz5SxZqfL63XKmZ5ld5pyaHB3QtRO/1lh/l6Twv5Pdu3drx44dfOkBgAUuNTVVmZmZcrlcGpiYGRIOTIRDwsLCQjrJAQDzwuFwRG8TEgIA5orNZlN2draGhoZmdAg+SORxdBECs0NICCAuOZ1O7du3Txs2bNB//ud/qrW1VcM3rmj0ZrtKqreqpHKTrLaF9RYW8HvVfe6welqOyzDCo0Vra2v12muvKTs72+TqAADzpbCwUC6XS/23QsGI/mkhIQAA82F6SMgFiwCAuZSTk3MrJLx7ffZ7iTyOKSvA7CysM+wAFpyCggJ973vf0+nTp/WLX/xCLpdLXWcPqb/9nFY07lFWYZnZJcbEYNdltTW/L597QpK0ePFiHTx4UGvWrDG5MgDAfCssLFRLS0u0czCi/9a40aKiIjPKAgAkoOkh4fTbAADEWm5urq5cuRIdI/owkccREgKzQ0gYB9599139+7//uy5duqRQKKSSkhLt3btX3/rWt+R0Oh9+AGCBs1gsqqurU2Vlpd5//30dOnRInvFhnf/t/1Tx6g1avm7XU9tVGPB71XbiffW3n5MUvjp39+7d2rVrl5KSns5/JgDA7ERCwOkhYTBkaHjKL4lOQgDA/JnePUhICACYS5Gwb5hxo8C84gy0yf72b/9Wb7/9tqTwl2+73a4rV67oH/7hH/Tee+/p3/7t35SVtbDXXwMeldPp1P79+7Vhwwb9x3/8hzo6OtTT8qVG+zq0ZutrSs1cbHaJj2Vs8IZaj/5CnolRSVJlZaXeeOMNroACgAS3eHH482zcG5Q/GJLdZpXLE1DImLkfAIC5xrhRAMB8iZwPe5Rxo/5gUOO+8EWUeXl5c1oXsNBZzS4gkb3zzjt6++23ZbPZ9Nd//dc6efKkTp06pX/5l3/R4sWL1draqr/8y780u0wg7hQVFemP//iPtWfPHlksFk2N9uv0r99Wb+sJGYZhdnkPZYRC6jp3WGc/+G/yTIwqKSlJBw8e1B/+4R8SEAIAZnwWjEwFJCnaRWi1WlmnFgAwb6ZPNyEkBADMpUhHoDsQkCcQeOBjp48kpZMQmB1CQpMEg0H94z/+oyTpO9/5jt56663oFXpNTU36p3/6J1ksFn388cc6efKkmaUCcclms2nPnj36wQ9+oNzcXIWCAV078b4uHvqZfJ5Js8u7L8+kS+c++h/qOvepZBgqKirSn/7pn2rbtm2yWCxmlwcAiAMZGRnRE7GRcDDyZ05Ojmw2m2m1AQASy/SQkOUQAABzaXpH4PBDugkj3YY2m02ZmZlzWhew0BESmuTo0aPq7OyU1WrV17/+9bv219TUqKmpSZL0i1/8Yr7LA54aZWVl+vM//3M1NDRIkkZ6rur0e/+iiZE+kyu7m6uvU6ff+780NtAtSdq+fbt+9KMfRdeeAgBACncLRtfjiISEk+E/6TgHAMyn6d2DdBICAOZSWlpatIlm5CHrEg5PW4/QaiXiAGaDv0EmOXbsmCRpzZo1922J3rJliyTpyJEj81YX8DRyOp1666239LWvfU3Jycnyucd17oP/ruGeq2aXFtXffk7nP/6fCvg8Sk9P1x/90R/p9ddf54c2AOCeImHgqDs8ZsflCczYDgDAfEhJSbnnbQAAYs1isTzyuoSR/fw+AmaPWREmuXo1HF6Ul5ff9zHLly+XJN24cUNTU1NKTU2dj9KAp1Z9fb2Kior0k5/8RKOjo7p46GeqaNijopXrTavJMAx1nz+srnOHJUmFhYX6zne+w5cYAMADZWVlSZLGPDNDwsh2AADmQ2NjowYHB5WUlKTq6mqzywEALHC5ubnq7e3ViPfBnYSRTkPOrwGzRyehSfr7+yVJBQUF931Mfn5+9PbAwMCc1wQsBMXFxfrhD3+okpISyTB07fh7aj/1kQzDmPdaQsGgrnzxy2hAuGrVqugaigAAPEgkDIyEg2OEhAAAE6Snp+srX/mKDhw4oOTkZLPLAQAscHQSAvOPTkKTTE5OSnrwuI7p+yYmJp7odYLBoFpaWp7oucDTbM+ePfrggw/U2dmpG5e+kHdqTKs375dlnuaUBwN+XTz0M7n6OiSFRwtv375d3d3d8/L6AICnm+fWlbFjnoACIUMT3qCk8HdCvtsBAAAAWIgCgfDFkQ8KCQ3D0Ig3vN/j8fD7CHiIYDAom8123/10Epok8ob3oPXIIgu1SuH/kAAend1u1549e1RTUyNJGuy8qKtfvjsvHYWhUFCXj/yvaEC4YcMG7dy584FvxgAATJeWliZJmvQF5XL779oOAAAAAAtNRkaGJGnE67nvOTx3ICDvrXPlkccDeHJ0EprE6XRKkvx+/30f4/P5orcfFCY+iM1m0+rVq5/oucBCUFlZqXfeeUe//e1v1dd2RjaHU2V1z8lisczJ6xmhkK58/kuN9ITXHT1w4IB27NgxJ68FAFi4srKy9M4770iS+sZvfyesra2Nfo8EAAAAgIUkIyND7733Xniait+vRdOaaCKmdxnW1dVxISXwEKdPn37gfjoJTRJ584qMkroXt9sdvZ2enj7nNQEL1b59+7R582ZJUs/lY+q+8NmcvI5hGLp24n0NdF6QFB55SkAIAHgSixYtit6OhIR2u531oAAAAAAsWDk5OdHb9xs5Ghk16nQ6lZqaOi91AQsZIaFJCgsLJUn9/f33fUxfX58kyWKxKC8vb17qAhYii8Wir3zlK6qrq5MkdZ09pJ7WEzF/na6zh3Tz6klJ0o4dO/Tiiy/G/DUAAIkhJSUlOqa6byIcEi5atGjOOuEBAAAAwGzJycnRZpnh+zTXjNzanpOTw+8jIAYICU2yYsUKSVJHR8d9H9PZ2SlJWrJkiVJSUuajLGDBslqtevPNN1VVVSVJamv+jcYGrsfs+EPdLdEOxQ0bNmj//v18UQEAPDGLxRLtJuwbD18pO727EAAAAAAWokg34X07CW9tn951CODJERKaZMOGDZKkixcvamxs7J6POXr06IzHApidpKQkfeMb31BRUZFkGGo5+gsFfO6HP/EhPJMuXTn2vyVJK1eu1Fe/+lVZrby9AgBmJ3IF7chUYMZ9AAAAAFioIuHfqPfeIWFke25u7rzVBCxknMU2SWNjoxYvXqxAIKC33377rv3nz5/XkSNHJEm/+7u/O9/lAQuWw+HQ17/+dTkcDnknXbpy7F0ZhvHExzNCIbUe/YUCPo/S09P11ltvRcfDAQAwG3eur8F6GwAAAAAWuoeFhHQSArFFSGgSm82mP/mTP5Ek/fM//7N+8pOfyHvrje/zzz/X9773PRmGoZ07d6q2ttbMUoEFp7CwUK+//rokaaj7cnQdwSfRde7T6NjS3//931dmZmZMagQAgJAQAAAAQKKJhoT3GDdqGEY0PMzOzp7XuoCFipDQRAcPHtRXvvIVhUIh/fjHP1Z9fb3q6ur0jW98Q/39/Vq1apX+7u/+zuwygQVp48aNWr9+vSSp/eSH8ky6HvsYE8O90XUId+3aFV3vEACAWCAkBAAAAJBopncShu6Y/jUVCMgfCs14HIDZISQ0kcVi0d/8zd/o7//+77VhwwY5nU75/X4tX75c3/3ud/XTn/5UixYtMrtMYEGyWCz6nd/5HWVmZioUDKjzzCeP9XzDMNR+8iNJUlFRkV5++eU5qBIAkMjS0tJm3CckBAAAALDQRToEg4ahCZ9/xr7p3YV0EgKxkWR2AZD27t2rvXv3ml0GkHCcTqf27t2rn/70pxroOK/iVQ1alLfkkZ47fKNVrv5OSdJrr72mpCTeTgEAsZWcnDzjvtPpNKkSAAAAAJgf08M/l8+rjGRH9H5k1GhycjIXUQIxQichgITW2NiokpISSVL7qQ9l3DHG4F5CwaDaT/1WklRZWanVq1fPaY0AgMR0ZyhISAgAAABgoXM6nUpJSZEkuby+Gfsi97Ozs2WxWOa9NmAhIiQEkNCsVqv2798vSRobuK6h6y0Pfc7Na6fkGR+e8VwAAGKNkBAAAABAIop0E04fLyrd7iTMysqa95qAhYqQEEDCW7lypaqqqiRJPS3HH/hYwzDUc/lLSdKGDRtUWFg45/UBABLTnaHgneNHAQAAAGAhioSELu/MkDByn/UIgdghJAQASTt27JAkjfV3aXK0/76PG+1tk2diZMZzAACYC3eGgoSEAAAAABJBpFPQ5bv/uFEAsUFICAAKdxMuXrxYktTb2nzfx/VeCe+rqKhQUVHRvNQGAEhMdrt9xn2Hw2FSJQAAAAAwfzIzMyVJY3esSTh2KzSM7Acwe4SEAKDw2oRNTU2SpP6Ocwr4PHc9xjPp0vCNK5Kkbdu2zWt9AIDEc2fnICEhAAAAgERwu5Pw9rjRoGFo4lZIyJqEQOwQEgLALY2NjbLb7QoF/Bq+cfWu/YOdFyVJGRkZqqmpme/yAAAJhk5CAAAAAIko0ik44fMraBiSpEmfT6E79gOYPUJCALglNTVVq1atkiQN32i9a39k29q1a2Wz2ea1NgBA4nE6nTPuJyUlmVQJAAAAAMyfSAhoSNHuwbFp6xPSSQjEDiEhAEyzdu1aSdJIb5tCwWB0u98zpbHBGzMeAwDAXEpPT9eOHTtUWFiol19+WRaLxeySAAAAAGDOTQ8Bx6IhoV9SeFmGOy+oBPDkuBwZAKapqqqSJAX9Xo0NdCmrsEySNNxzVTIMORwOrVy50swSAQAJ5MCBA2aXAAAAAADzKjk5WQ6HQz6fTxO3wsHxW2FhRkaGmaUBCw6dhAAwTWZmpkpLSyWFuwkjRm/dXrVq1V1rRAEAAAAAAACIDYvFokWLFkmSxm+FhJGwMLIdQGwQEgLAHVasWCFJGh/qiW6L3I7sAwAAAAAAADA3Ih2DkQ5COgmBucG4UQC4w7JlyyRJE0O9MkIhBfweeSZGJElLly41szQAAAAAAABgwYuGhP5ISOifsR1AbBASAsAdIkFgKOjXQOcF+b1TkiSr1aqSkhIzSwMAAAAAAAAWvEgYOBkZN3orLGTcKBBbhIQAcIfs7Gylp6drYmJCrZ+/E91eVFQkh8NhYmUAAAAAAADAwpeWliZJmvQHZvxJSAjEFmsSAsAdLBaLtm3bJqv19ltkUlKStmzZYmJVAAAAAAAAQGKIhIGTfv+MP9PT002rCViI6CQEgHt48cUX9eKLL5pdBgAAAAAAAJBwImHgpN8vXzAofyg0YzuA2KCTEAAAAAAAAAAAxI1IGOgJBjXm8921HUBsEBICAAAAAAAAAIC4EVmTUJIGp9zR24SEQGwREgIAAAAAAAAAgLgxPSQc8ngkSVarVcnJyWaVBCxIhIQAAAAAAAAAACBupKamRm8PuT3RbRaLxaySgAWJkBAAAAAAAAAAAMQNm80W7RqMdBJODw4BxAYhIQAAAAAAAAAAiCuRkaORTsLpI0gBxAYhIQAAAAAAAAAAiCuRzsFRr1eSlJKSYmY5wIJESAgAAAAAAAAAAOKK0+mccZ+QEIg9QkIAAAAAAAAAABBX7gwJ77wPYPYICQEAAAAAAAAAQFy5s3OQkBCIPUJCAAAAAAAAAAAQVxg3Csw9QkIAAAAAAAAAABBX7gwJk5OTTaoEWLgICQEAAAAAAAAAQFy5MxQkJARij5AQAAAAAAAAAADEFUJCYO4REgIAAAAAAAAAgLhyZyh45/hRALNHSAgAAAAAAAAAAOLKnSGhw+EwqRJg4SIkBAAAAAAAAAAAccVut8+4T0gIxB4hIQAAAAAAAAAAiCt3hoKEhEDsERICAAAAAAAAAIC4cmcn4Z33AcweISEAAAAAAAAAAIgrhITA3CMkBAAAAAAAAAAAcYWQEJh7hIQAAAAAAAAAACCu3BkKJiUlmVQJsHAREgIAAAAAAAAAgLhyZyhotRJnALHG3yoAAAAAAAAAABBX6BwE5h4hIQAAAAAAAAAAiCuEhMDcIyQEAAAAAAAAAABxxWazmV0CsOAREgIAAAAAAAAAgLhisVhUWloqSaqurja5GmBhol8XAAAAAAAAAADEnR/84Ae6efOmiouLzS4FWJAICQEAAAAAAAAAQNyx2+3RbkIAsce4UQAAAAAAAAAAACDBEBICAAAAAAAAAAAACYaQEAAAAAAAAAAAAEgwhIQAAAAAAAAAAABAgiEkBAAAAAAAAAAAABIMISEAAAAAAAAAAACQYAgJAQAAAAAAAAAAgARDSAgAAAAAAAAAAAAkGEJCAAAAAAAAAAAAIMEQEgIAAAAAAAAAAAAJhpAQAAAAAAAAAAAASDCEhAAAAAAAAAAAAECCISQEAAAAAAAAAAAAEgwhIQAAAAAAAAAAAJBgCAkBAAAAAAAAAACABENICAAAAAAAAAAAACQYQkIAAAAAAAAAAAAgwRASAgAAAAAAAAAAAAmGkBAAAAAAAAAAAABIMISEAAAAAAAAAAAAQIJJMrsAzJ1gMChJOn36tMmVAAAAAAAAAAAAYD5FcqL7oZMQAAAAAAAAAAAASDAWwzAMs4sAAAAAAAAAAAAAMH/oJAQAAAAAAAAAAAASDCEhAAAAAAAAAAD/f3t3Hlxldbhx/JuQjSWgtTGUxSKQsltKSyplK4wWOogCViuyCQh2GJhhrAiIg6NIBVsQCqWIskxZNGEGZCllLYPDWpoEBCoFAoEYlMUlCyHJDeT3R4Y7IMFftcilud/PX0nec+773JdhmJuHc44khRlLQkmSJEmSJEmSJCnMWBJKkiRJkiRJkiRJYcaSUJIkSZIkSZIkSQozloSSJEmSJEmSJElSmLEklCRJkiRJkiRJksKMJaEkSZIkSZIkSZIUZiwJJUmSJEmSJEmSpDBjSShJkiRJkiRJkiSFGUtCSZIkSZIkSZIkKcxYEkrS/+PEiRPcd999DB06NNRRJElhIj8/nzlz5tCnTx/atGlDy5Yt6dq1K+PHj+fIkSOhjidJqsQuXLjA7Nmz6dmzJ/fddx/Jycn07duX5cuXc/ny5VDHkySFqddff50mTZr4+znpJosKdQBJup0VFBTw29/+luLi4lBHkSSFiaysLIYMGUJOTg4AsbGxREVFkZOTw4oVK1izZg2TJ0/mkUceCXFSSVJlc+bMGQYOHEhWVhYAMTExFBYWkp6eTnp6OqtWrWLevHlUq1YttEElSWFl7969LFy4MNQxpErJlYSSdANffPEFw4cP59ChQ6GOIkkKE6WlpYwYMYKcnBzq1avHggUL2LdvHxkZGaxevZrk5GQCgQATJkzw3ydJ0k1VVlbG6NGjycrKIiEhgblz55KRkUFGRgYzZ86kVq1a7N27l0mTJoU6qiQpjBQUFDB27FhXs0vfEktCSapARkYGffr0IS0tLdRRJElhZP369WRmZlKlShVmz55N+/btiYyMJCIigiZNmvD222/TsGFDAoEAb775ZqjjSpIqkd27d5Oeng7A9OnT6dKlC1FRUURHR9O9e3cmTJgAwOrVqzl37lwoo0qSwsikSZPIyckhLi4u1FGkSsmSUJKuUlBQwJgxY+jbty85OTl8//vfp23btqGOJUkKE9u2bQPgpz/9Kc2aNbvuemxsbHCb0b17997SbJKkym3Xrl0AJCUlkZycfN31n//850D5qvcPP/zwVkaTJIWpDRs28N5779GqVSsefPDBUMeRKiVLQkm6SnZ2NqtXrwbg17/+NStWrKBevXohTiVJChfNmzenW7dudOrU6YZjEhISgPL/2CJJ0s3y7LPP8v777zNz5swKr1+6dCn4dXR09K2KJUkKU2fPnmXixInExcUxdepUoqKiQh1JqpT8myVJV4mIiKBr166MGjWK5s2bhzqOJCnMDB48mMGDB3/lmCtbwdWuXftWRJIkhZHExEQSExMrvJaamgpAfHw8rVq1upWxJElhaPz48XzxxRe88MILNGrUKNRxpErLklCSrtK0aVP+/Oc/hzqGJEkVys7OZu3atQB07tw5xGkkSZXdxYsXOXbsGMuWLWPlypUAPP/889SoUSPEySRJldmSJUvYvn07ycnJDBw4MNRxpErNklCSJEn6H1BcXMyzzz5LUVERsbGxDBkyJNSRJEmV2AcffMBjjz0W/D46OpqpU6fSo0ePEKaSJFV2mZmZ/P73v6d69epMmTKFiIiIUEeSKjXPJJQkSZJucyUlJYwaNYoPPvgAgBdffJE6deqEOJUkqTI7ffo0MTExVKtWDYBAIMDkyZNZvnx5iJNJkiqrQCDA888/T1FRES+88AJ169YNdSSp0rMklCRJkm5jFy5c4JlnnmHbtm1A+bmFjz/+eIhTSZIqu06dOrFv3z7S09PZsGEDv/jFL/j000958cUXee+990IdT5JUCc2ePZuDBw/SpUsXfvWrX4U6jhQWLAklSZKk29TZs2fp378/O3fuBGDQoEGMGzcuxKkkSeGgWrVqVKlShYiICBo0aMCsWbN44IEHAJgxYwZlZWUhTihJqkwyMjJ46623uPPOO3n11VdDHUcKG55JKEmSJN2Gjh07xrBhwzh9+jQAo0aNYuTIkSFOJUkKZ4MGDWLz5s18/PHHnD17lsTExFBHkiRVEqmpqVy6dInCwkIeeeSR667n5+cDsGfPHtq3bw/ArFmzaNOmzS3NKVU2loSSJEnSbWbfvn0MHz6c3NxcqlSpwsSJE3niiSdCHUuSVIllZWVx8uRJ6tSpQ1JSUoVjEhISgl9//vnnloSSpJvmygr14uJiiouLbzguEAhw/vz54NeS/juWhJIkSdJt5PDhw8GCMDY2lunTpwe3d5Mk6dsybtw4MjIyeOihh5g2bVqFYzIzMwGIjIykdu3atzKeJKmSmzJlClOmTLnh9XHjxrFy5Uo6dOjA/Pnzb2EyqXLzTEJJkiTpNnHhwgVGjRpFbm4ucXFxzJs3z4JQknRLdOrUCYCNGzdy6tSp666XlJQwd+5cAJKTk7njjojrC+wAAAz0SURBVDtuaT5JkiTdfJaEkiRJ0m1i7ty5wV/MvvTSS9x///0hTiRJChf9+/fn7rvvpqSkhKFDh7J9+3ZKS0sB+PDDDxk6dCgHDhwgNjaWsWPHhjitJEmSbga3G5UkSZJuAyUlJSxbtgyAiIgIpk2bdsPt3q7YsWPHrYgmSQoDNWvW5K233mLYsGGcOnWKoUOHEh0dTUxMDBcuXAAgPj6eadOm0bx58xCnlSRJ0s1gSShJkiTdBo4cOUJBQQEAZWVlnD9/PsSJJEnhpmnTpqxevZpFixaxZcsWTp06xaVLl2jcuDGdO3dm0KBBJCYmhjqmJEmSbpKIsrKyslCHkCRJkiRJkiRJknTreCahJEmSJEmSJEmSFGYsCSVJkiRJkiRJkqQwY0koSZIkSZIkSZIkhRlLQkmSJEmSJEmSJCnMWBJKkiRJkiRJkiRJYcaSUJIkSZIkSZIkSQozloSSJEmSJEmSJElSmLEklCRJkiRJkiRJksKMJaEkSZIkSZIkSZIUZiwJJUmSJEmSJEmSpDBjSShJkiRJkiRJkiSFGUtCSZIkSZIkSZIkKcxYEkqSJEmSJEmSJElhJirUASRJkiRJ/9vy8vJYuHAhW7Zs4eTJkwB897vf5Sc/+QkDBgygZcuW180pLi5m2bJlrFu3juPHjxMIBKhduzbt27dnyJAh1K9fv8J7Xbx4keXLl/P3v/+do0ePkpubS2xsLHXq1KFz584MGjSIhISE6+adOHGC+fPns2vXLs6cOUNMTAx169alQ4cOPPXUUyQmJlZ4v8zMTBYtWhScFxsbS+PGjenevTt9+/YlNjb2mvF79uxh4MCB3HPPPWzatIn169ezdOlSDh8+TElJCffeey8PP/ww/fv3JyYm5us+akmSJEm6aSLKysrKQh1CkiRJkvS/6fPPP+eJJ54gKysLgOjoaGJjYykoKAAgMjKS1157jV69egXnnD59mqeffprMzMwK58TFxTF16lS6d+9+zb2ys7MZPHgw2dnZAERFRREXFxecB5CQkEBqaip16tQJ/iwjI4MhQ4ZQWFgIQLVq1bh8+TJFRUUA1KpVi7/85S80bdr0mvulpKQwadIkAoEAAPHx8RQVFQW/T0pKYt68edfc6+qSsGvXrixatAiA6tWrU1hYyJWP4O3bt2f+/PlERER8rectSZIkSTeL241KkiRJkr6x2bNnk5WVRd26dUlJSeHAgQOkpaWxZcsWOnTowOXLl3n11Ve5cOECUL6C8De/+Q2ZmZkkJyeTkpLCvn37SEtLY9OmTTz00EMUFRXx3HPPcejQoWvuNXbsWLKzs2nYsCHvvPMOBw8eJC0tjb179zJmzBgiIyM5d+4c8+bNu2bexIkTKSwspGPHjmzZsoWMjAz279/Pu+++S7169cjNzeW11167Zs62bdt46aWXCAQCdOnShfXr1/PPf/6TjIwMZsyYwXe+8x2OHj3KM888Q3Fx8XXP5aOPPmLRokX06tWLrVu3kp6ezu7du+nTpw8AO3bsYNOmTTfzj0KSJEmSvhZLQkmSJEnSN7Z7924ABg0aROvWrYMr4+rVq8cbb7xBTEwMcXFxHD16FIDly5fz73//m9atW7Nw4UJat25NVFT5SRj33HMP06ZNo0uXLgQCAWbOnBm8z5EjR0hLSwNg+vTptGnTJnivmjVr8vTTT9OtWzcA9u3bF5z32WefceTIEQCee+456tWrF7z2ox/9iIkTJxIVFcUnn3xCSUkJAGVlZUydOpWysjLatWvHnDlzuPfee4HyVY+//OUvmT9/PtHR0Rw5coTU1NTrnsvly5d58MEHmTp1anCl4R133MErr7zC3XffDcD27du/+YOXJEmSpP+SJaEkSZIk6RurXr06AJs3b75m208oL+/S0tLYvn07rVu3BmDNmjUA9O7dO1gOftnjjz8OwM6dO7l48SIAderUYcmSJcyYMYNmzZpVOK9x48YAwVWLAFWrViUysvyj76pVq7h8+fI1czp27Mj+/fvZsGFD8IzAI0eOBLdCHTVqVHD+1Zo3bx4sJa+8py+7smrwatHR0cEzGs+fP1/hPEmSJEm6FSr+RCZJkiRJ0n+gV69e7N+/n3/84x907tyZ9u3b07FjRzp06MD3vve9YPEGUFpaGtxCdNq0acyaNavC1ywtLQUgEAhw6tQpmjRpQo0aNWjbtu014y5cuEB2djbHjx/nwIEDwe07L126FBxTtWpVunXrxt/+9jcWLFjAunXr6Ny5Mx06dKBdu3bEx8dfVwIeOHAAKD8b8Uq5WZF27dqxdu1aDh06RFlZ2XXnCzZs2LDCefHx8cH3J0mSJEmhYkkoSZIkSfrGnnzySc6ePcvbb79NQUEBGzZsYMOGDQA0bdqUHj168OSTT1KjRg1yc3ODxVheXt5/9PpfHrd3714WL15MRkYGZ8+eveZaRSv+ACZNmkRJSQlbtmzhk08+ISUlhZSUFKKiomjbti29e/emZ8+ewfmfffYZAHfddRdVqlS5YbbExESgvNTMy8ujVq1a11yvVq1ahfOu3OfLqxolSZIk6VayJJQkSZIk/VdGjx5Nv3792LBhA1u3biUtLY2LFy9y+PBhDh8+zDvvvMOyZcuuKdwWL15McnLy17rP+PHjWbFiBVC+becPfvADGjVqRJMmTWjTpg1paWnXnGN4RXx8PHPmzOHo0aOsX7+e999/n4MHD1JaWsquXbvYtWsXq1at4s033yQ6Ovo/znN1yfflVYQ3+pkkSZIk3S4sCSVJkiRJ/7WEhAT69+9P//79KSkpIT09nXXr1pGamsrp06f54x//yMsvv0xkZCSXL1/m448//lqv/9e//pUVK1YQERHByJEjGTx4cPA8xCt27Njxla+RlJREUlISo0aNIi8vj507d/Luu++ya9cuduzYwdq1a+nduzd33nknAJ9++imXLl264WrCKysZY2JiqFGjxtd6P5IkSZIUahXvxSJJkiRJ0v8jPz+fJUuW8PLLL3Pu3Lngz2NiYrj//vt55ZVXePTRR4Hyc/5iYmJISkoCvrrQS01N5YEHHmDIkCEUFhYCBLcw/dnPfsbIkSOvKwgBjh07BkBZWVnwZydOnGDevHlMnTr1mrE1a9ake/fuzJ8/nwYNGgQzArRq1QqAoqIiMjIybphz165dQHn5eKOtTiVJkiTpduWnGEmSJEnSNxIVFcXrr7/OsmXLWLt27VeOrVmzJgA9evQAYN26dRw6dOi6cfn5+cybN4/s7GwiIyOD5/pdKQtvdI7f/v372bZtG0Dw3EOAM2fOMG3aNBYsWMDBgwevm3d1uXclY5MmTWjUqBEAs2bNqvCe//rXv9i4cSMA3bp1+6q3LkmSJEm3JUtCSZIkSdI3UrVqVXr16gXAG2+8QWpqKkVFRUD5KrylS5eycuVKAHr27AlAv379qF+/PoFAgKFDh7Ju3bpgqXf48GGGDRtGdnY20dHRjBgxInivH/7wh0D56r1FixZRUlICQF5eHosXL2bw4MGUlpYG731FcnJysPAbPXo0O3fuDI47f/48EydOJCsri8jIyGCBGRERwZgxY4iIiGD37t2MGDGCrKwsAEpLS1m/fj1Dhw4lEAiQlJTEoEGDbvKTlSRJkqRvX0TZ1fuwSJIkSZL0NeTl5TFgwAAOHz4MlBds8fHx5OfnB7f97NGjB3/4wx+Cq/YyMzMZPnw4H330EQDR0dFER0cHVwtWqVKF3/3ud8ECEiA3N5fHHnuMkydPAuUrAKtXr05+fj5QvqqxZ8+ewVJy7969wZWBhw4d4qmnniIvLy84Ni4ujoKCguBrTZgwgf79+1/z3pYuXcrkyZO5dOkSUL7SsKioKFhQNmvWjFmzZlG/fv3gnD179jBw4EAAtm/fTkJCwnXPbNy4caxcuZIOHTowf/78r/vIJUmSJOmmiAp1AEmSJEnS/66aNWuSkpLCkiVL2LhxI5mZmRQWFnLXXXfRokULHn300eu242zUqBGrV69m2bJlbNq0iePHj1NUVERiYiJt27ZlyJAhtGjR4po5tWrVIiUlhT/96U9s3bqVM2fOEAgEaNCgAT/+8Y8ZOHAgSUlJbNmyhby8PDZv3kyfPn0AaNGiBWvWrGHBggXs2LGDnJwciouLqVOnDsnJyQwYMICWLVte99769etHcnIyCxcuZPfu3Zw9e5YaNWrQqlUrHn74YXr37k1sbOy393AlSZIk6VvkSkJJkiRJkiRJkiQpzHgmoSRJkiRJkiRJkhRmLAklSZIkSZIkSZKkMGNJKEmSJEmSJEmSJIUZS0JJkiRJkiRJkiQpzFgSSpIkSZIkSZIkSWHGklCSJEmSJEmSJEkKM5aEkiRJkiRJkiRJUpixJJQkSZIkSZIkSZLCjCWhJEmSJEmSJEmSFGYsCSVJkiRJkiRJkqQwY0koSZIkSZIkSZIkhZn/A5zXlN28XydAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['season','cnt']],x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "能看出来每个季节骑行量的分布不同\n",
    "barplot 利用矩阵条的高度反映数值变量的集中趋势，以及使用errorbar功能（差棒图）来估计变量之间的差值统计\n",
    "谨记barplot展示的是某种变量分布的平均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'seasonly distribute of count')]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABvoAAAKHCAYAAABAep9IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeVyVZf7/8fc5h31HRU3FNEtcci9zwUy/lqk1SZtLmo5YapN9ncwZG9PMbMyZ1NTUtDS3TNwSNZdKzVIRN9BSyaUgXBIXRHYOcH5/8Dv3FwIUBAeO83o+HvN4wH3fn/u6zjk35vD2c10mm81mEwAAAAAAAAAAAACHYq7oCQAAAAAAAAAAAAAoPYI+AAAAAAAAAAAAwAER9AEAAAAAAAAAAAAOiKAPAAAAAAAAAAAAcEAEfQAAAAAAAAAAAIADIugDAAAAAAAAAAAAHBBBHwAAAABUsK5duyooKEgLFiyo0HlERkYqKChIQUFBunTp0k2Pl8X69et15syZUteNHTtWQUFBCg0NLXB84MCBCgoK0oQJE8plfiWVkZGhOXPm/EfHLIulS5eqV69eatGihR588EENGDCgoqdUadzqMwkAAABUJII+AAAAAMB/TEpKivr376+///3vSk5OrujplMmJEyfUs2dPffzxxxU9lRJZsmSJ3nvvPZ0+fVpWq1Umk0nu7u4VPa0Kdyc9kwAAAPjv41TREwAAAAAAVG7u7u6qX7++JMlisZTpXteuXdOhQ4duuT4gIED169fXXXfdVaZ5lIcTJ07o3LlzcnFxqeiplMhXX30lSWratKkWL14sHx+fCp5R5VDWZxIAAACoSAR9AAAAAIAbat68ubZu3VrR05AkjR49WqNHj67oaTikxMRESVLnzp0J+QAAAIA7BEt3AgAAAADwXyAnJ0eSWK4TAAAAuIPQ0QcAAADglly/fl2fffaZtm/frri4OElStWrV9MADD2jgwIG6//77i6zLzMzUihUrtHnzZv3yyy+yWq2qWbOmOnbsqCFDhigwMLDIuvT0dK1evVo7duzQqVOnlJSUJFdXV9WqVUudO3fWoEGDFBAQUKju119/1cKFCxUREaGLFy/KxcVFtWvXVnBwsAYPHqwaNWoUOd6ZM2e0ePFio87V1VX33nuvHn/8cfXr10+urq4Fro+MjNSLL76ounXr6ptvvtHWrVv1+eefKyYmRllZWapfv77+9Kc/acCAATdd6jE2Nlbdu3eXJM2bN09du3Yt8rp58+bpww8/VMuWLRUWFnbDe+a3ZcsWrVixQidPnpTValWzZs00fPhwmc1F/1tQ+2uTpN27dxd4ny9evKiFCxfqhx9+0NmzZ+Xk5KTq1aurffv2Gjx4sOrVq2dcO3DgQO3fv9/4vk+fPpKkV199VSNHjtS6dev05ptvqn379nrnnXf01ltv6ciRI/Lw8FBwcLA++OADjR07Vl9++aWCg4O1cOHCIud74cIFzZgxQz/88INSU1NVt25dPf744xoyZIg8PDwKXGsf08XFRT/++GOR97PPu0+fPpo0aZIkKSgoyDiflZVlfL906VI99NBDxrnr169ryZIl+uabbxQfHy+bzaY6derokUce0eDBg1WtWrUix7yZo0ePasmSJTp48KCuXLkiT09PBQUF6amnnlLv3r0LLLHatWtXnTt3zvh+2rRpmjZtmiTp559/LvGYERERCgsL09GjR5WQkCBvb2+1bNlSgwYNUrt27Yqs2b17t7744gtFR0crKSlJ3t7eatasmZ577jk9+uijha4vyedrf6+nT5+uXr16FTq+a9cuXblyRQsWLNDBgweVlJSkmjVrqmvXrho2bJiqVq1q1NzsmQQAAAAqO4I+AAAAAKWWmJiovn37KjY2VpLk7OwsV1dXnT17VmfPntWGDRs0ZcoU9e7du0Dd+fPnNXToUJ05c6ZAXVxcnOLi4rRu3TpNnTpVjz/+eIG6+Ph4/fnPf1Z8fLwkycnJSW5ubkpJSdHJkyd18uRJrV+/XqtWrVKtWrWMuqioKA0ZMkRpaWmSJA8PD+Xk5Bg1a9eu1dKlS9WoUaMC44WFhendd9+V1WqVJHl7eysjI0NRUVGKiorSmjVrtGDBggJj5TdlyhQtXrxYkuTp6anMzEydOHFCJ06c0O7du7Vw4UKZTKZi39969eqpdevWOnz4sDZs2FBs0BceHi5Jhd7n4uTk5Oitt97SunXrJOW9j+7u7tq3b58iIyMLhCYlERcXp/79++vy5cuSZISfsbGxio2N1bp16/Txxx+rQ4cOkiRfX1/5+/sbS0j6+fnJycmpUPiWlJSkwYMH6/z58/L09FRiYqL8/f1LNKfY2FiFhIQoMTFRbm5uMpvNOnXqlE6dOqWNGzdq2bJlql69eqleZ1GqVaumjIwMpaSkGN9Lec+0XUxMjF566SUlJCRIynt/LBaLMZ/Vq1drzpw5euCBB0o19qxZszR37lzZbDZJko+Pj1JSUhQZGanIyEh9+eWXmjNnjnx9fSVJ/v7+yszM1NWrV5WbmysPD49C7/mN5Obm6p///KeWLVsmSTKZTPL29tbVq1e1Y8cO7dixQxMnTlS/fv0K1Lz11ltau3atUePj46Nr165p165d2rVrlx5//HH9+9//Lvc9Drdu3aoPPvhAVqtVbm5ukvL+DFmyZIm+/vprrVq1yngGSvpMAgAAAJUVS3cCAAAAKLWPPvpIsbGxql27tsLCwvTjjz/q0KFD2r59u4KDg5Wbm6vJkycrNTXVqMnMzNTw4cN15swZtW3bVmFhYYqOjtahQ4f0zTff6IknnlBGRobeeOMNHTt2rMB4f//73xUfH6977rlHX3zxhX766ScdOnRIBw4c0JgxY2Q2m3Xp0iUtWLCgQN2ECROUlpamTp06afv27YqKitKRI0e0cuVK1alTR0lJSZoyZUqBml27duntt9+W1WpVly5dtHXrVh08eFBRUVH68MMPVaVKFZ06dUrDhg1TZmZmoffm7NmzWrx4sXr37q2dO3fq8OHD2rdvn55++mlJ0p49e/TNN9/c9D22X79z504jTMrv6NGj+vXXX+Xi4qKePXve9H5SXrfZunXrZDKZNHr0aB08eFAHDx7Uxo0b1bx5c23atKlE97GbMmWKLl++rPvvv1+bNm3S0aNHFRUVpY0bN6pp06bKzMzU22+/bVz/0Ucfac2aNcb38+fP1549exQaGlrgvsePH1daWpq++OILHT58WNu3b9eQIUNKNKfIyEhZrVbNmDFDhw8f1uHDhzV79mz5+PgoNjZWf/vb30r1GouzZ88ejRs3TpLk4uKiPXv2aM+ePWrdurUk6erVq0bI99hjj2njxo2Kjo5WVFSUwsPDFRwcrGvXrumVV17RhQsXSjzuihUrNGfOHNlsNj399NP6/vvvdeDAAR06dEiTJk2Su7u7Dhw4oNdff90IAteuXas9e/borrvukiSNGDHCmG9JLF++3Aj5hg4dqoiICB04cEARERF66qmnJEmTJ0/WTz/9ZNRMmzZNa9eulclk0ssvv6yIiAjt379f+/fv1+uvvy6LxaKtW7fq3XffLfFrL6mpU6eqSZMmWr16taKionT48GGNGzdOZrNZFy5cKPDnREmfSQAAAKCyIugDAAAAUGr79u2TJA0aNEgtW7Y0utPq1KmjGTNmyMXFRW5ubjp16pRRs3r1av38889q2bKlPvvsM7Vs2VJOTnmLjNStW1fTpk1Tly5dZLVaNXPmTKPu5MmTOnTokKS8pfpat25tjOfj46OhQ4cay1xGR0cbdVevXtXJkyclSW+88Ybq1KljnGvVqpUmTJggJycn/f7778rKypIk2Ww2TZ06VTabTe3bt9fcuXNVv359SXmdWj169NDChQvl7OyskydPatWqVYXem9zcXD366KOaOnWq0fHn5+enSZMmGV1Eu3fvvul73KNHD7m7uysjI0Nff/11ofPr16+XlLcso71z60YyMzM1Z84cSdLw4cP18ssvG3u1NWzYUIsWLSq2Q7E49udgxIgRuu+++4zjDRs21L/+9S+ZzWZZrVadP3++VPe1z9EemtWpU8cIqUpi1qxZ6tmzpywWi8xmsx577DFNnz5dUt7ykwcPHiz1fErrk08+UUJCgrp3767Zs2erYcOGxtKojRo10vz589W4cWMlJSUVCqiLk5aWZvxsPP3005oyZYqx9Kybm5v69OmjDz/8UFLeM7Zz584yv46srCxjzNDQUI0ZM8borqxSpYqmTJmi+++/X9nZ2UZgduHCBS1ZskRS3hKYo0ePNmq8vb01bNgwIyRdtWqVYmJiyjzP/KpXr67FixerefPmMpvNcnFx0YsvvqjHHntMkvTDDz+U63gAAABARSLoAwAAAFBqnp6ekqRvv/22ULeZj4+PDh06pN27d6tly5bG8Y0bN0qSQkJCjIDvj55//nlJ0t69e5Weni5JqlWrlpYvX64PP/xQjRs3LrLu3nvvlaQCHYTu7u5GsBIeHq7c3NwCNZ06ddKRI0e0bds2Y+nAkydPGsuKjhw5ssg965o0aWIEi/bX9Ef2brz8nJ2djX0L7Utd3oiXl5cRTGzYsKHAOavVqs2bN0vKez9LIjIyUsnJyXJyctLgwYOLHM++D19J2Z+DLVu2GGGp3b333qsjR47ou+++K3WAKMlY7rO0WrdurY4dOxY63qlTJ2OJ1m3btt3SvUvD/mw899xzRZ53cnLSM888I0navn17ie65b98+Xbt2TSaTSa+99lqR1zzyyCNq1apVgTmURUREhFJSUmSxWDR06NBC5y0Wi15//XWNHj3a2HPv22+/ldVqlZeXV7Gdcf369TPC29J2kt5Mjx49ilx60/6+XLlypVzHAwAAACoSe/QBAAAAKLXevXvryJEj2r9/vzp37qyOHTuqU6dOCg4O1l133VVoz63s7GxjOc5p06Zp9uzZRd43OztbUl6Q9dtvvykoKEheXl568MEHC1yXmpqq+Ph4/fLLL/rxxx+NpTBzcnKMa9zd3dW9e3dt2bJFixYt0ubNm9W5c2cFBwerffv28vb2LhTk/fjjj5LyuqPyh5R/1L59e23atEnHjh2TzWYrtN/ePffcU2Sdt7e38fpKIiQkROHh4YqMjNTFixeN7q1du3YpMTFRAQEB6tSpU4nudfToUUl5+//5+fkVeU1p94rr3bu3Pv30U23atEl79uzRww8/rODgYAUHB6tKlSpl2nutXr16t1T30EMPFXuuVatWiomJKbDE5O1w7tw5Xbp0SVJeN2lxwbY9HL148aJSUlLk5eV1w/van8+77777hh2O7du3V1RUVLm8Tvs96tWrpypVqhR5TceOHQuEq/Z5tmzZ0uga/SOz2ay2bdsqPDy83D+P4n7+7O9vSX/+AAAAAEdA0AcAAACg1Pr376+EhAR9+umnSklJ0bZt24wuqUaNGqlXr17q37+/8Yv1pKQk45fr169fL9EYf7zuwIEDWrZsmaKiopSQkFDgXFGdd5L07rvvKisrS9u3b9fvv/+usLAwhYWFycnJSQ8++KBCQkL05JNPGvVXr16VJFWtWlUWi6XYudkDt+zsbF2/fr3Q0plFdRPln+cfuwuL065dO9WuXVvnzp3TV199ZexTFx4eLkl68sknbzjP/OxdTFWrVi32GvvrKqlRo0YpKSlJa9asUWJiosLDwxUeHi6z2awWLVroySef1HPPPVfqwM/Z2Vmurq6lqrGzL49alGrVqkn6v8/5dsnfMXbt2rUS1Vy/fv2mQZ993jd6jdL/fY7l8Trtr8X+3pVERcwzv/L6+QMAAAAcAUEfAAAAgFsyatQovfDCC9q2bZt27typQ4cOKT09XTExMYqJidEXX3yhFStW6K677irQabds2TK1bdu2VGO9+eabWrdunaS8EKhhw4Zq0KCBgoKC1Lp1ax06dKjAvn523t7emjt3rk6dOqWtW7fq+++/108//aTs7GxFREQoIiJC4eHhmj9/vpydnUs8n/xBwR+7+Yo7ditMJpN69+6tOXPmaOPGjRoyZIiSkpL03XffScrrqCvNvW6muM6z4jg7O2vy5MkaNmyYtm7dql27dik6OlpWq1VRUVGKiorSqlWrtHz5cqObsbzmeiu1NptNkkodPOZ/fkt7/Y4dO1S7du1S1RfHPv+bsT+f5fEc2rtsS+N2zrMkn0V5/fwBAAAAjoA9+gAAAADcsoCAAA0YMEALFy7U/v37tWTJEvXp00cmk0nnz5/XrFmzJEl+fn5GN82FCxdKNcZXX32ldevWyWQyaeTIkYqMjNTGjRv14YcfasSIEXrooYeUkZFxw3vcd999GjlypFavXq3IyEjNnDlT7du3lyTt2bPH2CPM399fUl4X040CBXtHoYuLy027sMoqJCREJpNJx48fV3x8vHbu3KmsrCw1adJEQUFBJb6PvSPrj92Q+d1qZ1VgYKBeeuklLV++XPv379eCBQuMfQxjYmK0ZMmSW7rvrbjR/mv2156/O80eCt0onPrjPpQ3Y3+OpNI/7zdiXzrzRp+hlLcUaP7ry8L+Wm70bKSnpys2NtZYitQ+rn0epZnnzT6P0n4WAAAAwJ2OoA8AAABAqSQnJ2v58uV65513jH3IpLzQq127dpo0aZKeeeYZSf+3V5eLi4vuu+8+SXnBWnFWrVqlbt26aciQIUpLS5MkY0nQDh066NVXX5Wnp2ehutOnT0sqGA78+uuvWrBggaZOnVrgWh8fHz3++ONauHChsQ+cfZ7NmjWTJGVkZCgqKqrYeUZEREjKCxCLWza0vAQGBhp7FG7fvl07duyQlBcAloZ9z8G4uLhig6IbveY/unjxohYvXqy3337bCHikvGUTO3furFmzZhlhqv39/U+40X5v+/fvl/R/n7P0f919VqtVmZmZhWrs+0WWRt26deXj4yPpxs/7zJkz1b17d7322msl6oKzzzsuLk7nz58v9rp9+/ZJyltGt6yaNGkiKe/nqbhlSLdt26bu3burffv2ysnJMeYZHR2t9PT0ImtycnKMzyP/PO2dtcUFeqdOnbq1FwIAAADcoQj6AAAAAJSKk5OT/vWvf2nFihVGJ1xx7GGHJPXq1UuStHnzZh07dqzQtcnJyVqwYIHi4+NlNpuNfbbsgV9x+2odOXJEu3btkiRjH0ApL4iaNm2aFi1aVGT4kz+gs88zKChIDRo0kCTNnj27yDGPHz+ur7/+WpKMrrXb7emnn5YkbdmyRbt375azs7OeeOKJUt2jbdu2qlatmnJzczVv3rxC57OyskrVeZeVlaUpU6Zo5cqVxlKixcn/HOTfU7C0S2KWxPfff6/jx48XOr5p0ybFxsZKytvb0C7/voSHDx8uVLdhw4Ziw6ri9nwzm83q0aOHJOnzzz8vsqvvwoULWr58uWJjY+Xv71+i5SY7dOggPz8/2Ww2o1v2j7777jtFR0dLkh577LGb3vNmOnbsKC8vL2VnZ2vp0qWFzufm5mr16tXGtRaLRY899picnZ2VmpqqTz/9tMj7rly50ujoyz9P++dx8uTJIsM++1jl6XY/kwAAAMDtRNAHAAAAoFTc3d2NveFmzJihVatWGUtnZmRk6PPPP9eXX34pqWCg8sILLygwMFBWq1WhoaHavHmzEczFxMTopZdeUnx8vJydnfXKK68YdS1atJCU10W3ePFio3vs+vXrWrZsmf785z8b+4jlX8Kzbdu2Rmg3atQo7d2717ju8uXLmjBhgmJjY2U2m40Q0mQyacyYMTKZTNq3b59eeeUVIxzKzs7W1q1bFRoaKqvVqvvuu0+DBg0qx3e2eN27d5eHh4eio6OVmpqqhx9+uNTLMjo5OWns2LGSpBUrVuj999/X9evXJUm//fabhg8fXqpuqcDAQAUHB0uSJkyYoG3bthmfTXJysmbOnGl0PuZ/DvKHfrej0y8nJ0fDhg0zOumys7O1du1ajRs3TpL0zDPPGN2lktS8eXP5+vpKkt5++22dOHFCUt6ztHz5ck2cOLHY/RvtddnZ2YXC6+HDh8vX11dJSUkaMGCAdu/erdzcXNlsNh08eFChoaG6fv26fHx8NGTIkBK9Nnd3d7322muSpC+//FL/+Mc/jLAsMzNTq1at0qhRoyTlhYI9e/Ys0X1vxMvLS8OGDZMkzZs3T3PnzjUCuISEBI0dO1YHDx6Uk5OTRowYIUmqWbOmBg4cKEmaM2eOpk+frsTEREl5nXoLFizQe++9Jynv82jVqpUxXqdOnSTlLQf6xhtvGN2nly5d0sSJE7V+/fpS7adZErf7mQQAAABup9LttA4AAAAAkt544w0dOXJEMTExGj9+vCZMmCBvb28lJycbSxD26tVLffr0MWq8vLw0f/58vfzyyzp79qz++te/ytnZWc7OzkbXnsVi0eTJk9W6dWuj7sUXX9TGjRsVFxenKVOmaOrUqfL09FRycrKkvAArJCREX375pZKTk43wxGw269///rcGDx6s+Ph4/fnPf5aTk5Pc3NyMoMJsNmvcuHEFgp8uXbpo/Pjxeu+997Rz507t3LlTPj4+ysjIMIKsxo0ba/bs2XJzc7u9b/T/5+Hhoccff1zr1q2TVPplO+2efPJJxcbG6qOPPtJnn32mpUuXysvLS0lJSZKkgQMHatmyZSW+36RJkzRgwACdP39er732msxmc4HPRpJCQ0P18MMPG997enoqKChIP//8s6ZMmaLZs2erd+/eGj9+/C29pj965plntGXLFg0ZMkTu7u7Kzc01luQMDg4uNI6Li4v+8Y9/aOzYsYqLi1Pv3r3l6emp9PR05ebmqlmzZnrwwQe1aNGiQmM1bdpUrq6uyszM1NNPPy1vb2+9++676tGjh2rVqqV58+bpL3/5i86ePavQ0FDjebEH0m5ubpo1a5buvvvuEr++F154Qb///rsWLFigtWvXau3atfL19VVqaqoRZLdr107Tpk0rt2VlX3rpJZ09e1ZhYWGaOXOmPvroI3l4eBifs7OzsyZPnqzGjRsbNaNHj9aVK1cUHh6u+fPn65NPPpG3t7dSUlKMrrlevXoV+jyaN2+uZ555RmvXrtXOnTvVqVMn488WSerXr5/OnDljLPtZHm73MwkAAADcTnT0AQAAACg1Hx8fhYWFacyYMWrRooU8PT2VlpamqlWrGvuzTZ8+vVDQ0KBBA23YsEFvvPGGWrRoITc3N1mtVtWoUUNPPPGEVq9ebXQL2vn6+iosLEwDBw5UnTp1ZLFYZLVaVa9ePSMQeO+994yunG+//daobdq0qTZu3KhBgwbp3nvvlbOzszIzM1WrVi317t1bq1ev1oABAwq9vhdeeEHh4eF65plnVLt2baWnp8vT01Nt2rTRO++8o7CwMAUGBt6Gd7Z4nTt3liT5+fnpkUceueX7jBw5UkuWLNEjjzwiPz8/ZWVlqVmzZpo+fbrRuVVStWvX1vr16zVixAg1btxYbm5uysjIUPXq1dW9e3ctXrxYf/vb3wrVzZw5U8HBwfLw8FBubm6xe7/diiZNmmjNmjV69NFH5eLiIrPZrKZNm2rixIn65JNP5O7uXqimd+/eWr58ubp06SI/Pz9lZ2erQYMGev3117VixQpjGdk/ql69umbNmqXGjRvL1dVVZrNZly9fNs63adNGmzdv1ogRI9SoUSOZzWbl5OSoTp066tOnj8LDw419DEtj9OjR+uKLL9SzZ0/VqFFDaWlp8vf3V8eOHfXBBx/os88+K3XH542YTCZNmjRJCxYsUJcuXeTr66v09HQFBAToiSee0Jo1awr93NqX+J0/f766du0qf39/paWlKSAgQP/zP/+j+fPna/r06UV+Hu+9956mTJmiVq1aGc9ImzZtNGPGDE2cOLHcXld+t/OZBAAAAG4nk60kO34DAAAAACrU+PHjtWrVKg0cOFBvvfVWRU8HAAAAAFAJ0NEHAAAAAJXctWvXtHnzZknSs88+W8GzAQAAAABUFuzRBwAAAACV0JkzZ3Tq1Cnl5uZqwYIFSklJUbt27dSoUaOKnhoAAAAAoJIg6AMAAACASujcuXP63//9X+N7d3d3TZgwoQJnBAAAAACobFi6EwAAAAAqofr166tWrVpydXVVq1attGTJEjVo0KCipwUAAAAAqERMNpvNVtGTwI0dOnRIkmSxWCp4JgAAAAAAAAAAAPhPysnJkSS1adOm0Dk6+gAAAAAAAAAAAAAHxB59DsDeydeyZcsKngkAAAAAAAAAAAD+k6Kjo4s9R0cfAAAAAAAAAAAA4IAqdUff6dOntXDhQkVGRiohIUEeHh66//771b9/f3Xr1q3YuoSEBM2dO1fff/+9EhIS5Ovrq5YtW2rIkCFFrl+a3+bNm/X555/rxIkTys3NVZ06ddSzZ08NGTJEbm5ut2VMAAAAAAAAAAAAoLRMNpvNVtGTKMq6des0YcIEWa1WSZKnp6dSU1ON8y+++KLGjRtXqC4+Pl59+/bV5cuXJUne3t5KTU1Vbm6uzGazxo8fr/79+xc55tSpU7Vo0SJJkrOzs5ydnZWWliZJatiwoZYtWyY/P79yHbMk7C2ZLN0JAAAAAAAAAADw3+VGOVGlXLrzwIEDGjdunKxWq0JCQrR7924dPnxYe/bs0XPPPSdJWrp0qb799tsCddnZ2Xr55Zd1+fJltWjRQlu3btXBgwe1d+9e9enTR7m5uZo8ebKOHDlSaMwNGzZo0aJFslgsGj9+vA4fPqyoqCgtXLhQAQEBOnnypMaOHVuorixjAgAAAAAAAAAAALeqUgZ9kyZNUm5urkJCQvT+++8rICBAklStWjVNnjxZbdu2lSSFhYUVqNu4caN++eUXeXt7a/78+apfv74kyd/fX5MmTVLXrl2Vk5OjmTNnFqjLycnRRx99JEl66aWXNGDAALm4uEiSgoODNW/ePJlMJu3cuVOHDx8ulzEBAAAAAAAAAACAsqh0QV90dLROnjwpT09P/f3vfy/ymtGjR+vNN9/U888/X+D4ypUrJUm9e/eWv79/obrhw4dLkvbu3auEhATj+N69exUXFyez2axBgwYVqmvWrJmCg4MlSevXry+XMQEAAAAAAAAAAICyqHRB3/bt2yVJnTt3LjI4k/LWIB08eLAeffRR41haWlueI9gAACAASURBVJqOHj0qSWrfvn2Rdc2aNZO3t7dsNpt2795tHI+MjJQkNWrUSFWqVCmytkOHDpJUoK4sYwIAAAAAAAAAAABl4VTRE/ijmJgYSVLjxo1ls9m0ceNGbdiwQbGxsXJ1dVWbNm0UGhqqu+++u0Ddr7/+qtzcXEnSPffcU+S9zWaz6tatq2PHjunUqVPG8dOnT9+wTpLq1asnSTp37pzS0tLk4eFRpjEBAAAAAAAAAACAsqh0Qd8vv/wiSfLy8lJoaKj27NlT4Pzp06e1fv16TZ8+Xd26dTOO518Ws2bNmsXev3r16jp27JguXbpUqLZGjRo3rLO7dOmS7r777jKNCQAAAAAAAAAAAJRFpQv6kpOTJUlz587VpUuXNGDAAA0ePFg1atTQTz/9pMmTJ+vYsWMaPXq01qxZo/vuu0+SlJKSYtzDzc2t2Pvbz+W/PjU1VZLk7u5ebF3+c/basoxZWjk5Ofr5559vuR4AAAAAAAAAAACOJycnRxaLpchzlW6PvrS0NEl5XXMvv/yyxo8fr8DAQLm4uKh169ZaunSpAgMDlZGRoZkzZxp1OTk5kiRnZ2eZTKZi7+/i4lLgeknKzs42am9Wl7+2LGMCAAAAAAAAAAAAZVHpOvrsPD099corrxQ67uXlpSFDhuidd97Rd999p4yMDLm5ucnV1VWSZLVaZbPZig3esrKyJBUM9ewdd1artdj52Ovy15ZlzNKyWCwKCgq65XoAAAAAAAAAAAA4nujo6GLPVbqOPk9PT0nS/fffX+xSmm3atJGUF7DFxsYWqJOkzMzMYu+fkZEhKS8w/OOY9nNFSU9PN76215ZlTAAAAAAAAAAAAKAsKl3QV7VqVUmSh4dHsdf4+voaX9tDtLvuuss4lpCQUGztxYsXJUnVq1c3jtWsWbPEdSaTSdWqVSvzmAAAAAAAAAAAAEBZVLqgr2HDhpKk33//vdhrrl27ZnxtD93q1asnJ6e8lUh//fXXIutyc3P122+/SZLuvfde47j9a3t3YFHi4uIkSbVr1zY6DcsyJgAAAAAAAAAAAFAWlS7oa9u2rSQpJiam2LDv0KFDkiR/f3+jq87Z2VmtWrWSJO3bt6/Iuh9//FEpKSmSpAceeKDQmMePH9f169eLrN27d2+Ba8s6JgAAAAAAAAAAAFAWlS7o69Gjh9zc3GSz2TR9+vRC59PT07VkyRLjWovFYpzr2bOnJGnt2rW6evVqodqPP/5YkvTwww+rTp06xvEHH3xQAQEBys7O1qJFiwrV/fTTT9q9e7ckqW/fvgXO3eqYAAAAAAAAAAAAQFlUuqDP399fr732miQpPDxcEyZM0JUrVyRJ8fHxGjZsmOLi4uTr66u//OUvBWqfffZZ3X333UpKStKQIUMUExMjSUpKStKECRO0Y8cOOTk5FaqzWCwaNWqUJGn+/PlasGCBMjMzJUkREREaMWKEbDabHnnkEbVo0aJcxgQAAAAAAAAAAADKwmSz2WwVPYk/stlsmjJlitG5J0k+Pj7Gspre3t766KOP1K5du0K1MTExGjRokLGPn7e3t1JTU5WbmytJmjx5sp577rkixxw/frxWr14tKW9ZTmdnZ6WlpUnK2ztwxYoV8vb2LrcxSyo6OlqS1LJly1u+BwAAAAAAAAAAABzPjXIiy8SJEyf+h+dzUyaTSZ06ddIDDzyglJQUJSUlKS0tTbVq1dKTTz6pqVOnqkmTJkXWVqtWTU899ZSysrJ09epVJSUlydPTUw899JAmTZqk7t27Fztm165d1aBBAyUmJuratWvKyspS3bp11bdvX/3zn/8sMuQry5glZd+rsGbNmmW6DwAAAAAAAAAAABzLjXKiStnRh4Lo6AMAAAAAAAAAAPjvdKOcqNLt0QcAAAAAAAAAAADg5gj6AAAAAAAA7lAHDhxQv3791K9fPx04cKCipwMAAIByRtAHAAAAAABwB7LZbJo5c6YSEhKUkJCgWbNmiR1cAAAA7iwEfQAAAAAAAHeg7OxsXbhwwfj+/Pnzys7OrsAZAQAAoLwR9AEAAAAAAAAAAAAOiKAPAAAAAAAAAAAAcEAEfQAAAAAAAAAAAIADIugDAAAAAAAAAAAAHBBBHwAAAAAAAAAAAOCACPoAAAAAAAAAAAAAB0TQBwAAAAAAAAAAADgggj4AAAAAAAAAAADAARH0AQAAAAAAAAAAAA6IoA8AAAAAAAAAAABwQAR9AAAAAAAAAAAAgAMi6AMAAAAAAAAAAAAcEEEfAAAAAAAAAAAA4IAI+gAAAAAAAAAAAAAHRNAHAAAAAAAAAAAAOCCCPgAAAAAAAAAAAMABOVX0BAAAAAAAuFNk5mTpSua1ip4GIEnKtmYXOnYh7ZKcnPl1ECqHqq5+crW4VPQ0AABwaPzNDgAAAACAcnIl85o2nttR0dMAJEk52TmFjm06v1MWJ0sFzAYo7MnaXVXLo3pFTwMAAIfG0p0AAAAAAAAAAACAAyLoAwAAAAAAAAAAABwQQR8AAAAAAAAAAADggAj6AAAAAAAAAAAAAAdE0AcAAAAAAAAAAAA4III+AAAAAAAAAAAAwAER9AEAAAAAAAAAAAAOiKAPAAAAAAAAAAAAcEAEfQAAAAAAAAAAAIADIugDAAAAAAAAAAAAHBBBHwAAAAAAAAAAAOCACPoAAAAAAAAAAAAAB0TQBwAAAAAAAAAAADgggj4AAAAAAAAAAADAARH0AQAAAAAAAAAAAA6IoA8AAAAAAAAAAABwQAR9AAAAAAAAdyCzxSzPat7G914BPjJb+FUQAADAnYS/3QEAAAAAANyBTCaT2vTrKI8qXvKo4qXWfTvIZDJV9LQAAABQjpwqegIAAAAAAAC4PWo2DdQT/+xX0dMAAADAbUJHHwAAAAAAAAAAAOCACPoAAAAAAAAAAAAAB0TQBwAAAAAAAAAAADgggj4AAAAAAAAAAADAARH0AQAAAAAAAAAAAA6IoA8AAAAAAAAAAABwQAR9AAAAAAAAAAAAgAMi6AMAAAAAAAAAAAAcEEEfAAAAAAAAAAAA4IAI+gAAAAAAAAAAAAAHRNAHAAAAAAAAAAAAOCCCPgAAAAAAAAAAAMABEfQBAAAAAAAAAAAADoigDwAAAAAAAAAAAHBABH0AAADAbXLgwAH169dP/fr104EDByp6OgAAAAAA4A5D0AcAAADcBjabTTNnzlRCQoISEhI0a9Ys2Wy2ip4WAAAAAAC4gxD0AQAAALdBdna2Lly4YHx//vx5ZWdnV+CMAAAAAADAnYagDwAAAAAAAAAAAHBABH0AAAAAAAAAAACAAyLoAwAAAAAAAAAAABwQQR8AAAAAAAAAAADggAj6AAAAAAAAAAAAAAdE0AcAAAAAAAAAAAA4III+AAAAAAAAAAAAwAER9AEAAAAAAAAAAAAOiKAPAAAAAAAAAAAAcEAEfQAAAAAAAAAAAIADIugDAAAAAAAAAAAAHJBTRU+gOH379lVUVNQNr3n11Vc1cuTIAsd+/fVXzZs3TxEREUpMTJS/v7/atWunl19+Wffdd1+x98rNzVVYWJjWrl2r06dPy2QyqX79+goJCVH//v1lsViKrb3VMQEAAAAAAAAAAIBbVSmDPpvNppMnT0qS/P39iw3ZPDw8Cnx/9OhRDRo0SGlpaTKZTPLy8lJCQoI2bNigbdu2afr06erWrVuR473++uvasmWLJMnNzU02m03Hjh3TsWPH9M033+jTTz+Vi4tLodpbHRMAAAAAAAAAAAAoi0q5dGdcXJxSU1NlNpu1c+dO7dmzp8j/hYaGGjVJSUkaNmyY0tLS1KVLF+3atUsHDx7U999/r65duyozM1NjxozRuXPnCo03b948bdmyRR4eHpoxY4YOHz6sqKgoTZ8+XZ6enoqMjNTUqVML1ZVlTAAAAAAAAAAAAKAsKmXQd+LECUlS/fr15e7uXqKaZcuW6erVqwoMDNSsWbNUo0YNSVKNGjU0a9YsNW3aVGlpafr4448L1KWkpGjRokWSpH/84x/q2bOnLBaLzGazevXqpffff1+StHLlykKB3a2OCQAAAAAAAAAAAJRVpQz6YmJiJEmNGzcu0fU2m00rV66UJA0YMKDQEpvOzs4aOnSoJGnz5s3Kysoyzm3atEnJycny8/NTSEhIoXs/9thjuueee5Sdna2vvvqqXMYEAAAAAAAAAAAAyqpSBn32jr5GjRqV6PpffvlFly5dkiS1a9euyGvat28vKa+DLyoqyjgeGRkpSXrwwQfl5FT0loUdOnSQJP3www/lMiYAAAAAAAAAAABQVpU66KtVq5bmzJmjvn376pFHHtGf/vQnvfvuu4qPjy9w/ZkzZyRJJpNJ9evXL/Ke/v7+8vPzkySdPn3aOG7/+p577il2PvXq1ZMknTp1qlzGBAAAAAAAAAAAAMqq6Ba2CnT16lUlJCRIkt58801lZmYa5y5cuKCff/5Zq1at0vvvv69evXpJknG9v7+/XF1di7139erVde3aNeP6/LX2/fWKq5OkxMREWa1WOTs7l2lMAAAAAAAAAAAAoKwqXdBn7+aTpICAAI0ZM0bt27eXi4uLoqKi9MEHH+jYsWP629/+ppo1a6pNmzZKSUmRJLm7u9/w3m5ubpKk1NRU45j96xvV2uvs1/v5+ZVpzFuRk5Ojn3/+uUz3AADgThYQEFDgv9lARbNarYWOpaWlydnZuQJmAxQvIyPD2JYAZRMYGFjRUwAAh5OWllZo9S4Ad47jx49rxYoVkqT+/furSZMmFTwjwDHl5OTIYrEUea7SBX0Wi0WdO3dWamqqZs+erSpVqhjnOnTooM8//1zPP/+8Tp48qalTp2rVqlXKzs6WpJv+0sTFxUWSjOvzf32jWnudlPdmlrSuuDEBAED5c3Nzk7uzRTnJ/LIalYPJWvjvfy4ZiXLOqXR/Bcd/MYt3gCT+kQQAAADKn81m08qVK3X16lVJUlhYmCZOnCiTyVTBMwPuLJXutwzt2rVTu3btij3v7u6ukSNHauTIkTpy5IjOnz9v/Ov9ov7VdH5ZWVmSCoZzbm5uSk9Pv2GtvS5/bVnGvBUWi0VBQUFlugcAAHe67KtnlbL/y4qeBiBJsubkFjqWcjBczpZKuU02/kt5tQ2RR5U6/H+NcnQtLaWipwAADsXDw4P/DgF3KKvVqsuXLxvfX7p0SQ0aNGCVE+AWREdHF3vOIX/L8MADDxhfnz59Wp6enpLylpy5Eft5Ly8v41hJau3nTCaTPDw8SlxX3JgAAAAAAAAAAABAWTlk0Oft7W18nZmZqbvuukuSlJiYeMMOu4sXL0qSqlevbhyrWbOmJCkhIeGmdVWrVpWTU14TZFnGBAAAAAAAAAAAAMqq0gV9mzdv1vz58/X1118Xe82VK1eMr6tVq6YGDRpIknJzc/Xbb78VWZOYmKikpCRJ0r333msct38dGxtb7HhxcXGSZIyT/+tbGRMAAAAAAAAAAAAoq0oX9K1Zs0bTp0/XvHnzir1m9+7dkvL2yWvSpIkCAwNVu3ZtSdK+ffuKrImIiDBqmjdvbhxv27atJOngwYPKyckpsnbv3r0FrpVUpjEBAAAAAAAAAACAsqp0QV+XLl0kScePHzcCvfySk5ONEPBPf/qTXF1dJUk9evSQJC1durTQvnlWq1WffvqpJCkkJMSokaRu3brJ1dVVly5d0rp16wqN9/XXX+uXX36Rs7Oznn322QLnbnVMAAAAAAAAAAAAoKwqXdD33HPPKTAwUJL0xhtvaPPmzcrKypIkHTlyRC+++KLOnj2ratWqadSoUUZdaGiofH19FRsbq+HDhys+Pl5S3h55o0aN0rFjx+Th4aGhQ4cWGM/X11ehoaGSpHfffVdr1qxRdna2cnNztWXLFr355puSpOeff97Yz6+sYwIAAAAAAAAAAABl5VTRE/gjNzc3zZ8/X6Ghobpw4YL++te/ysnJSS4uLkpLS5MkBQQE6NNPP1XVqlWNuipVqmjGjBkaMWKEIiIi1K1bN/n4+Cg5OVk2m03Ozs6aOXOm6tSpU2jMESNG6NixY9q1a5fGjRunSZMmyWw2Kz09XZLUrl07jR07tlBdWcYEAAAAAAAAAAAAyqLSdfRJUoMGDRQeHq5XX31VQUFBcnLKyyMbNmyoESNGaPPmzWrUqFGhuo4dO2rDhg0KCQlRjRo1lJ6eLn9/f3Xv3l2rVq3Sww8/XOR4Li4u+vjjjzVx4kQ1b95cFotFOTk5CgoK0pgxY/TJJ5/IxcWlyNpbHRMAAAAAAAAAAAAoi0rX0Wfn6+urkSNHauTIkaWqq1evnt5///1Sj2c2m9WvXz/169ev1LW3OiYAAAAAAAAAAABwqyplRx8AAAAAAAAAAACAGyPoAwAAAAAAAAAAABwQQR8AAAAAAAAAAADggAj6AAAAAAAAAAAAAAdE0AcAAAAAAAAAAAA4III+AAAAAAAAAAAAwAER9AEAAAAAAAAAAAAOiKAPAAAAAAAAAAAAcEAEfQAAAAAAAAAAAIADIugDAAAAAAAAAAAAHBBBHwAAAAAAAAAAAOCACPoAAACA28DJbFINXw/j+5p+nnIymypwRgAAAAAA4E5D0AcAAADcBiaTSS892kIBPu4K8HHX0G7NZTIR9AEAAAAAgPLjVNETAAAAAO5UrerX0MfDulf0NAAAAPBfwpaVpdykaxU9DUCSlJOdXfjY5UsyOxFLoPIw+/rJ5OJS0dMoE36iAAAAAAAAAOAOkJt0Tem7dlb0NABJkjUnp9Cx9O+/U7bFUgGzAYrm3rmLLAHVK3oaZcLSnQAAAAAAAAAAAIADIugDAAAAAAAAAAAAHBBBHwAAAAAAAAAAAOCACPoAAAAAAAAAAAAAB0TQBwAAAAAAAAAAADgggj4AAAAAAAAAAADAARH0AQAAAAAAAAAAAA6IoA8AAAAAAAAAAABwQAR9AAAAAAAAAAAAgAMi6AMAAAAAAAAAAAAcEEEfAAAAAAAAAAAA4IAI+gAAAAAAAAAAAAAHRNAHAAAAAAAAAAAAOCCCPgAAAAAAAAAAAMABEfQBAAAAAAAAAAAADoigDwAAAAAAAAAAAHBABH0AAAAAAAAAAACAAyLoAwAAAAAAAAAAABwQQR8AAAAAAAAAAADggAj6AAAAAAAAAAAAAAdE0AcAAAAAAAAAAAA4III+AAAAAAAAAABQrpzMZtX08Ta+r+njIyczkQRQ3vipAgAAAAAAAAAA5cpkMmlYp2BV9/ZSdW8vDevUUSaTqaKnBdxxnCp6AgAAAAAAAAAA4M7Tum6gPhnQv6KnAdzR6OgDAAAAAAAAAAAAHBBBHwAAAAAAAAAAAOCACPoAAAAAAAAAAAAAB0TQBwAAAAAAAAAAADgggj4AAAAAAAAAAADAARH0AQAAAAAAAAAAAA6IoA8AAAAAAAAAAABwQAR9AAAAAAAAAAAAgAMi6AMAAAAAAAAAAAAcEEEfAAAAAAAAAAAA4IAI+gAAAAAAAAAAAAAHRNAHAAAAAAAAAAAAOCCCPgAAAAAAAAAAAMABEfQBAAAAAAAAAAAADoigDwAAAAAAAAAAAHBABH0AAAAAAAAAAACAAyLoAwAAAAAAAAAAABwQQR8AAAAAAAAAAADggAj6AAAAAAAAAAAAAAdE0AcAAAAAAAAAAAA4III+AAAAAAAAAAAAwAER9AEAAAAAAAAAAAAOiKAPAAAAAAAAAAAAcEAEfQAAAAAAAAAAAIADIugDAAAAAAAAAAAAHBBBHwAAAAAAAAAAAOCACPoAAAAAAAAAAAAAB0TQBwAAAAAAAAAAADgggj4AAAAAAAAAAADAATlV9ARK61//+pcWLlyo4OBgLVy4sMhrEhISNHfuXH3//f9j796jvarr/PE/P+cOgoDGxeAkoCljmTYFXvKr6XLKdJVRXjIZKTDCqWbMWZXaddTW0pnUgVyKZjbVeKs0R8v7lKShjgyQimiggoSNBwVROMC5fX5/8OOMDOcgh8+pw6bHY62z1mbv92u/XrJc7MV68t77N2lqasqgQYNy8MEHZ8qUKXnPe96zzfvfeeeduf7667No0aJ0dHRk1KhROf744zNlypQ0NDR0W1dJTwAAAAAAAOipQu3oe+yxx/KDH/xgm2uWL1+eiRMn5sYbb8yKFSvS0NCQVatW5f7778+kSZNyww03dFt7ySWX5Itf/GLmzp2blpaWlEqlLF68ODNmzMjJJ5+cV199tdd7AgAAAAAAwI4oTNC3du3afOUrX0lHR0e3a9ra2jJt2rS8/PLLOeigg3L33Xdn7ty5mTNnTk499dR0dHTkoosuyu9+97utam+//fZcd911qa6uzte//vXMmzcv8+fPz/e///0MHTo0v//973Puuef2ak8AAAAAAADYUYUJ+i688MLO3XLdueOOO/Lcc89l4MCBufrqqzNmzJgkyZAhQ3LBBRfkmGOOSXt7e2bMmLFFXXt7e6644ookyWc+85lMmjQpdXV1SZIjjjgiV111VUqlUn79619n3rx5vdITAAAAAAAAKlGIoO+ee+7JbbfdlgMPPDB/8zd/0+26m266KUny0Y9+NEOGDNnq+vTp05Mkc+bMSVNTU+f5OXPmZNmyZamqqsrkyZO3qjvwwANzxBFHJEluu+22XukJAAAAAAAAldjpg76mpqZ84xvfSENDQy655JLU1NR0ua65uTmPP/54kuSwww7rcs2BBx6YgQMHplwu56GHHuo8/+ijjyZJxo0blz322KPL2sMPPzxJtqirpCcAAAAAAABUYqcP+s4777y8+uqrOeecc7LPPvt0u+7555/v/H7f2LFju1xTVVWVt73tbUmSxYsXd55fsmTJNuuSZPTo0UmSFStWpLm5ueKeAAAAAAAAUImdOuj793//9zz00EOZMGFCzjjjjG2ufeNrMUeMGNHtumHDhiVJVq5cuVXt8OHD37TujbWV9AQAAAAAAIBKdP0ezJ3As88+m3/5l3/JbrvtlosvvjilUmmb69euXdt53NDQ0O26zdfeuH7dunVJkn79+nVb98Zrm2sr6dlT7e3teeaZZ3a4HgB2dY2Njanr6yEACqi5uTnLly/v6zF2CY2NjX09AkDheA71nsbGxtT39RAABVSEZ1F7e3uqq6u7vLZT7uhrbW3Nl7/85WzYsCHnn39+Ro4c+aY17e3tSZLa2tpthoJ1dXVbrE+Stra2zto3q3tjbSU9AQAAAAAAoBI75Y6+K664Ik8++WSOPvronHTSSdtVU1+/6d+rtLa2plwudxu8tbS0JNky1Nu84661tbXb+2+ue2NtJT17qrq6Ovvvv/8O1wPAX4K2Dav6egSAwunfv7+/a/SiV5t3/E0uAH+JPId6V/s6zyGAnirCs2jBggXdXtvpdvTNnz8/3/ve9zJkyJBcdNFF21232267dR5v3Lix23UbNmxIkgwYMGCr2s3XurJ+/frO4821lfQEAAAAAACASux0O/p+8pOfpL29Pc3NzTnxxBO3uv76668nSR599NG8733vS5J897vfzV577dW5pqmpKW9729u6vP9LL72UJBk2bFjnuREjRuR3v/tdmpqaup1rc12pVMpb3vKWJKmoJwAAAAAAAFRip9vRVy6Xk2zaIffyyy9v9bN551xra2vnudbW1owePTo1NZtyy+eff77Le3d0dOSFF15Ikuy7776d5zcfL126tNu5li1bliQZOXJk+vXrlyQV9QQAAAAAAIBK7HRB38UXX5xnnnmm25+JEycmSY444ojOc4ccckhqa2vz7ne/O0nyyCOPdHnvJ554ImvXbnpP9Xvf+97O8xMmTEiSPPXUU3nttde6rJ0zZ84Wa5NU1BMAAAAAAAAqsdMFfZU4/vjjkyS33HJLVq1atdX1WbNmJUmOPPLIjBo1qvP8+PHjM3To0LS1teW6667bqu7JJ5/MQw89lCT5xCc+0Ss9AQAAAAAAoBK7VNB30kknZe+9986aNWsyZcqUPP3000mSNWvW5Bvf+EZ+9atfpaamJp/73Oe2qKuurs7ZZ5+dJLn66qtzzTXXdL4i9OGHH85ZZ52Vcrmc97///TnooIN6pScAAAAAAABUoqavB+hNdXV1mTlzZiZPnpxFixblxBNPzMCBA7Nu3bp0dHQkSb71rW/l4IMP3qr24x//eBYsWJCf/vSnufTSSzNz5szU1tamubk5SbLffvvlO9/5Tq/2BAAAAAAAgB21S+3oS5Jx48bljjvuyOmnn56RI0dmw4YNGTBgQI488sj88Ic/zMknn9xlXalUykUXXZTLL788EyZMSENDQ1pbWzN69OhMnz49N954YwYOHNirPQEAAAAAAGBHlcrlcrmvh2DbFixYkCR2BQLAm2hb9Yes/a+f9/UYAIUxYMLE1OzhW+K96cXmptyx4ld9PQZAIXx45DF5a/9hfT3GLqV9ZVPWz/51X48BUBj9jjo61UN3/mfRtnKiXW5HHwAAAAAAAPwlEPQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHnij0wAAAIABJREFUAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAF1OOg77HHHsuCBQu2e/0999yT66+/vqdtAAAAAAAAgG2o6WnB3/7t32bo0KF58MEHt2v91772tVRXV+f000/v8XAAAAAAAABA13bo1Z3lcnm71i1atCivv/56NmzYsCNtAAAAAAAAgG5sc0fflVdemauvvnqLc6VSKa+88koOOuigbd64vb097e3tKZVKGTt2bOWTAgAAAAAAAJ22uaNv6tSp2XPPPbNx48bOn3K5nHK5vMW5rn7a2tpSLpdTV1eXf/iHf/hz/fcAAAAAAADAX4Rt7uirr6/PlVdemUWLFnWeO++88zJw4MCcf/7527xxVVVVBg0alHe84x0ZOnRo70wLAAAAAAAAJHmToC9Jxo0bl3HjxnX++rzzzkt9fX0mTpz4Jx0MAAAAAAAA6N6bBn3/19NPP/2nmAMAAAAAAADogW1+ow8AAAAAAADYOfV4R99m999/fx588MG88soraW1tTUdHR7drS6VSrrnmmh1tBQAAAAAAAPwfPQ76WlpactZZZ2XOnDlJknK5/KY1pVKp55MBAAAAAAAA3epx0Hf99dfnt7/9bZJk2LBheec735mBAwemqspbQAEAAAAAAODPpcdB3+23355SqZSJEyfmggsuSE3NDr/9EwAAAAAAANhBPU7pnn/++ZRKpZx77rl/0pBv3bp1+cEPfpB77rkny5YtS0NDQ/bZZ5987GMfy8c//vFudxA+//zzueqqq/Lwww9n9erVGTJkSA499NBMmzYtb3/727vt19HRkZtvvjm33HJLlixZklKplDFjxmTixIn55Cc/merq6m5rd7QnAAAAAAAA7KgeJ3V1dXWpqanJ7rvv/qeYJ0ny0ksv5YwzzsjSpUs7ezY3N2fevHmZN29e/uM//iPXXHNN+vfvv0Xd448/nsmTJ6e5uTmlUikDBgxIU1NTbr/99txzzz257LLLcuyxx27Vr1wu55xzzsldd92VJGloaEi5XM7ChQuzcOHC3Hfffbn22mtTV1e3Ve2O9gQAAAAAAIBK9PjDevvvv3/WrVuX//mf//lTzJNyuZyzzz47S5cuzdChQzNr1qzMnz8/8+fPz4wZMzJo0KA89thjufDCC7eoW7NmTT772c+mubk5Rx99dGbPnp25c+fmN7/5TY455phs3LgxX/rSl7JixYqtel511VW566670r9//1x++eWZN29e5s+fn8suuyy77bZbHn300VxyySVb1VXSEwAAAAAAACrR46Dv9NNPT7lczowZM/4U8+SRRx7JvHnzkiSXXXZZjj766NTU1KS2tjbHHXdcvvrVrybZ9K3AlStXdtb9+Mc/zqpVq9LY2JiZM2dm+PDhSZLhw4dn5syZecc73pHm5ubMmjVri35r167NddddlyQ5//zzc/zxx6e6ujpVVVU54YQTcvHFFydJbrrppq0Cux3tCQAAAAAAAJXqcdB33HHH5VOf+lRuu+22/P3f/30eeOCBvPDCC3n55ZfzyiuvdPuzvR5++OEkydvf/vZMmDBhq+vvf//7kyRtbW1ZtGhRkk27AG+66aYkyaRJk7Z6xWZtbW3OPPPMJMmdd96ZlpaWzmu/+MUv8vrrr2fw4MGZOHHiVv0+8IEPZOzYsWlra8svf/nLzvOV9AQAAAAAAIBK9fgbfR/84AeTJKVSKffdd1/uu+++N60plUp56qmntuv+55xzTk4//fSsXbu2y+vt7e2dx7W1tUmS5557rnN336GHHtpl3WGHHZZk0w6++fPn55BDDkmSPProo0mS8ePHp6am69+Oww8/PM8991wefPDBTJs2reKeAAAAAAAAUKke7+hbtmxZli1blo6OjpTL5e3+6Ynhw4dnn3326fLaT37ykyTJwIEDc+CBByZJnn322SSbAsUxY8Z0WTdkyJAMHjw4SbJkyZLO85uPx44d2+08o0ePTpIsXry481wlPQEAAAAAAKBSPd7R96Mf/ehPMcc2rV+/PkuWLMkNN9yQn//850mSL3/5yxkwYECSpKmpKcmmYK2+vr7b+wwbNiyvvvpq5/o31m7+vl53dUmyevXqtLa2pra2tqKeAAAAAAAAUKkeB31dfTfvT+nxxx/PySef3Pnr2traXHLJJTnhhBM6z21+zWe/fv22ea+GhoYkybp16zrPbT7eVu3mus3rBw8eXFHPHdHe3p5nnnmmonsAwK6ssbExdW++DID/o7m5OcuXL+/rMXYJjY2NfT0CQOF4DvWexsbGdL8dAYDuFOFZ1N7enurq6i6v9fjVnW/0xBNP5A9/+MNW5y+88MLMnj27klt3evHFF1NXV5f+/fsnSVpbW/Ptb387P/3pTzvXtLW1Jfnfb/Z1p66ubov121u7uS75328EVtITAAAAAAAAKtXjHX1J8sc//jGf+9znsmjRonzjG9/Iaaed1nnt5ZdfzvXXX58bbrghBx10UGbMmLHN12K+mSOPPDILFixIVVVVli1blksvvTT33ntvvva1r6W2tjYf/ehHO3fNtba2bvNeLS0tSbYM5xoaGrJ+/fpt1m6ue2NtJT13RHV1dfbff/+K7gEAu7q2Dav6egSAwunfv7+/a/SiV5vX9vUIAIXiOdS72td5DgH0VBGeRQsWLOj2Wo939L3yyis55ZRT8tRTT6VcLqe5uXmL6+3t7TnkkENSXV2dBQsW5FOf+tRWa3qif//+qa6uTqlUyujRo/Pd7343xx57bJLkX//1X1Mul7PbbrslSTZs2LDNe22+vvnbfkm2q3bztVKp1LmzsJKeAAAAAAAAUKkeB33XXHNNVq5cmb333ju33XZbpk6dusX14cOH54c//GFuu+227L333lm6dGl+8IMf9NrASTJ58uQkm3YWNjU1Za+99kqSrF69eps77F566aUkybBhwzrPjRgxIknS1NT0pnV77rlnamo2bYKspCcAAAAAAABUqsdB3wMPPJBSqZR//ud/zrhx47pdt+++++aiiy5KuVzO3Xffvd33X7p0aWbPnp3Fixd3u2bo0KGdx6tXr84+++yTJOno6MgLL7zQZc3q1auzZs2aztneOOfmvt1ZtmxZknT2eePxjvQEAAAAAACASvU46PvjH/+Yfv365aCDDnrTte9973tTX1/fbRDWlXPPPTfTpk3LrFmzul3z7LPPJkmqqqoyYsSINDY2ZuTIkUmSRx55pMuahx9+OMmmb+u9613v6jw/YcKEJMncuXPT3t7eZe2cOXO2WJukop4AAAAAAABQqR4Hff37909bW1s6Ojq2r0FVVefrLrfHkUcemSS59957uwwIW1paOkPACRMmZPDgwUmSD33oQ0mSH/3oR1t9N6+1tTXXXnttkmTixImpr6/vvHbsscemvr4+K1euzK233rpVv3vvvTfPPfdcamtrc9JJJ21xbUd7AgAAAAAAQKV6HPSNHj06ra2teeCBB9507Zw5c7J+/fqMGTNmu+8/adKkDBs2LC0tLZk6dWoeeuihtLW1JUkWLVqUqVOn5oknnkh9fX2+8pWvdNZNnTo1gwYNytKlSzN9+vQsX748yaZv5J199tlZuHBh+vfvnzPPPHOLfoMGDer8zuCFF16Yn/3sZ51B5l133ZXzzjsvSXLKKad0fs+v0p4AAAAAAABQqe3favf/+/CHP5wFCxbkm9/8ZkaNGpX99tuvy3VLly7N17/+9ZRKpRx33HHbff/dd9893/ve9/KZz3wmL7zwQqZOnZra2trU1dVl3bp1SZKBAwfm0ksvzQEHHNBZt8cee+Tyyy/PWWedlYcffjjHHntsdt9997z++uspl8upra3NjBkzMmrUqK16nnXWWVm4cGFmz56dr371q7ngggtSVVWV9evXJ0kOPfTQnHvuuVvVVdITAAAAAAAAKlEql8vlnhRs2LAhJ598chYvXpyampocddRR+eu//uu85S1vSZKsWrUq8+fPzwMPPJCWlpaMGTMmP//5z9PQ0NCjwVavXp1/+7d/y3/+53/mhRdeSKlUyqhRo3LUUUdl8uTJGT58eJd1S5cuzaxZszJnzpysWrUqAwcOzPjx4zN9+vQtgsH/q6OjIzfffHNuvfXWLFmyJG1tbRkzZkw+8pGP5IwzzkhdXV23tTvac3stWLAgSXLwwQdXfC8A2JW1rfpD1v7Xz/t6DIDCGDBhYmr28A8Te9OLzU25Y8Wv+noMgEL48Mhj8tb+w/p6jF1K+8qmrJ/9674eA6Aw+h11dKqH7vzPom3lRD0O+pLkD3/4Q84+++w8+eSTm25SKm1xffMtx40blyuuuMKOtgoJ+gBg+wj6AHpG0Nf7BH0A20/Q1/sEfQA9sysEfT1+dWeSjBo1Kj/5yU9y11135b777svChQvz8ssvp729PYMHD84BBxyQ4447LieccEJqa2srmx4AAAAAAADYyg4FfUlSVVWVE044ISeccEJvzgMAAAAAAABsh6q+HgAAAAAAAADoOUEfsEt77LHHctppp+W0007LY4891tfjAAAAAABArxH0AbuscrmcGTNmpKmpKU1NTZk5c2bK5XJfjwUAAAAAAL1C0Afsstra2vLHP/6x89cvvvhi2tra+nAiAAAAAADoPYI+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFFBNXw/ArqWlrSNrmtv6egxIkrS1tm517uXXWlJTW+6DaWBrg/rXpK7Gv7kBAAAAAHaMoI9etaa5LbOfXtPXY0CSpL1t69D5N8+8luoaf/Sxczhq3KAM3b2ur8cAAAAAAArKNgIAAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9wC6rqro6u+8xrPPXu+8xPFXV1X04EQAAAAAA9B5BH7DLKpVK+X8nTs3AwW/JwMFvyf87cUpKpVJfjwUAAAAAAL2ipq8HAPhTett+B2XSV67o6zEAAAAAAKDX2dEHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKqKavB9iW119/PT/+8Y9z//33Z+nSpWlpacmwYcNyyCGH5NOf/nT222+/Luuef/75XHXVVXn44YezevXqDBkyJIceemimTZuWt7/97d326+joyM0335xbbrklS5YsSalUypgxYzJx4sR88pOfTHV1dbe1O9oTAAAAAAAAdsROG/QtXbo0U6ZMyYoVK5Ik9fX1qampyYoVK3LrrbfmjjvuyLe//e2ceOKJW9Q9/vjjmTx5cpqbm1MqlTJgwIA0NTXl9ttvzz333JPLLrssxx577Fb9yuVyzjnnnNx1111JkoaGhpTL5SxcuDALFy7Mfffdl2uvvTZ1dXVb1e5oTwAAAAAAANhRO+WrO9va2vJ3f/d3WbFiRUaNGpXrrrsuCxYsyPz583P77bdnwoQJaW1tzVe/+tUsXLiws27NmjX57Gc/m+bm5hx99NGZPXt25s6dm9/85jc55phjsnHjxnzpS1/qDA/f6Kqrrspdd92V/v375/LLL8+8efMyf/78XHbZZdltt93y6KOP5pJLLtmqrpKeAAAAAAAAsKN2yqDv7rvvzrPPPpvq6upcccUVed/73peqqqqUSqXsv//+ufbaazN27Ni0trbm6quv7qz78Y9/nFWrVqWxsTEzZ87M8OHDkyTDhw/PzJkz8453vCPNzc2ZNWvWFv3Wrl2b6667Lkly/vnn5/jjj091dXWqqqpywgkn5OKLL06S3HTTTVsFdjvaEwAAAAAAACqxUwZ9s2fPTpIccsgh+au/+qutrtfX13e+svOxxx5LsunVmzfddFOSZNKkSVu9YrO2tjZnnnlmkuTOO+9MS0tL57Vf/OIXef311zN48OBMnDhxq34f+MAHMnbs2LS1teWXv/xl5/lKegIAAAAAAEAldsqg74ADDsgHP/jBHHnkkd2uGTp0aJJNu/GS5LnnnsvKlSuTJIceemiXNYcddlhnzfz58zvPP/roo0mS8ePHp6am688WHn744UmSBx98sPNcJT0BAAAAAACgEjtl0PfpT386M2fOzKc//elu18ybNy9JMmLEiCTJs88+myQplUoZM2ZMlzVDhgzJ4MGDkyRLlizpPL/5eOzYsd32Gz16dJJk8eLFnecq6QkAAAAAAACV2CmDvjezfPny/OIXv0iSHHXUUUmSpqamJJuCtfr6+m5rhw0btsX6Nx5v/r7etupWr16d1tbWinsCAAAAAABAJbp+T+VObOPGjTnnnHOyYcOG1NfXZ8qUKUn+9xWe/fr122Z9Q0NDkmTdunWd5zYfb6t2c93m9YMHD66oZ0+1t7fnmWee2eH6P4fGxsYU8H8pgD7V3Nyc5cuX9/UYu4TGxsbUvfkyAP4Pz6Les+nvRAD0hOdQ72lsbEz3WxEA6E4RnkXt7e2prq7u8lqhdvS1tLTkC1/4Qh5//PEkyde+9rW89a1vTZK0tbUlSWpra7d5j7q6ui3Wb2/t5rpk029opT0BAAAAAACgEoXZfrVu3bp8/vOfz5w5c5Js+o7fKaec0nl98665za/V7E5LS0uSLcO5hoaGrF+/fpu1m+veWFtJz56qrq7O/vvvv8P1fy7rXmt580UAdOrfv38h/nwvirYNq/p6BIDC8SzqXa82r+3rEQAKxXOod7Wv8xwC6KkiPIsWLFjQ7bVC7OhramrKpEmTOkO+yZMn59xzz91izW677ZYk2bBhwzbvtfn6gAEDelS7+VqpVEr//v0r7gkAAAAAAACV2OmDviVLluTUU0/NU089lST5whe+kPPPP3+rdXvttVeSZPXq1dvcYffSSy8lSYYNG9Z5bsSIEUk2BYpvVrfnnnumpqam4p4AAAAAAABQiZ066FuwYEE++clP5sUXX0x1dXX+6Z/+KZ///Oe7XLvPPvskSTo6OvLCCy90uWb16tVZs2ZNkmTfffftPL/5eOnSpd3OsmzZsi36VNoTAAAAAAAAKrHTBn1PP/10pk2bljVr1qS+vj4zZ87MJz7xiW7XNzY2ZuTIkUmSRx55pMs1Dz/8cJJN39Z717ve1Xl+woQJSZK5c+emvb29y9rNrw3dvLbSngAAAAAAAFCJnTLoW7duXb7whS9kzZo1aWhoyDXXXJNjjz32Tes+9KEPJUl+9KMfbfXdvNbW1lx77bVJkokTJ6a+vr7z2rHHHpv6+vqsXLkyt95661b3vffee/Pcc8+ltrY2J510Uq/0BAAAAAAAgErslEHfrFmzOl+F+c1vfjOHHnrodtVNnTo1gwYNytKlSzN9+vQsX748yaZv5J199tlZuHBh+vfvnzPPPHOLukGDBmXq1KlJkgsvvDA/+9nP0tbWlo6Ojtx1110577zzkiSnnHJK5/f8Ku0JAAAAAAAAlSiVy+VyXw/xRi0tLTnssMOydu3alEql7Lnnnm9a89vf/naL47POOisbN25Mkuy+++55/fXXUy6XU1tbmyuvvDJHHnlkl30///nPZ/bs2UmS+vr6VFVVZf369UmSQw89NN/73vdSV1fXZf8d6bm9FixYkCQ5+OCDd/gefy4rX2vJ7KfX9PUYAIVw1LhBGbr71s8Vdlzbqj9k7X/9vK/HACiMARMmpmaPUX09xi7lxeam3LHiV309BkAhfHjkMXlr/2F9PcYupX1lU9bP/nVfjwFQGP2OOjrVQ3f+Z9G2cqKaP/cwb+b3v/991q5dmyQpl8t5+eWXe1T/vve9L7fffntmzZqVOXPmZNWqVRkyZEjGjx+f6dOn54ADDuiyrq6uLrNmzcrNN9+cW2+9NUuWLElbW1v233//fOQjH8kZZ5zRZchXSU8AAAAAAADYUTtd0PfOd74zzzzzTEX3GD16dC6++OIe11VVVeW0007Laaed9mfrCQAAAAAAADtip/xGHwAAAAAAALBtgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAVU09cD9MTzzz+fE088MePHj8/3v//9btc1NTXlyiuvzG9+85s0NTVl0KBBOfjggzNlypS85z3v2WaPO++8M9dff30WLVqUjo6OjBo1Kscff3ymTJmShoaGP0lPAAAAAAAA6KnC7Ohbu3Zt/vEf/zEbN27c5rrly5dn4sSJufHGG7NixYo0NDRk1apVuf/++zNp0qTccMMN3dZecskl+eIXv5i5c+empaUlpVIpixcvzowZM3LyySfn1Vdf7fWeAAAAAAAAsCMKEfS9+uqrmTZtWhYuXLjNdW1tbZk2bVpefvnlHHTQQbn77rszd+7czJkzJ6eeemo6Ojpy0UUX5Xe/+91Wtbfffnuuu+66VFdX5+tf/3rmzZuX+fPn5/vf/36GDh2a3//+9zn33HN7tScAAAAAAADsqJ0+6Js/f34+9rGP5b//+7/fdO0dd9yR5557LgMHDszVV1+dMWPGJEmGDBmSCy64IMccc0za29szY8aMLera29tzxRVXJEk+85nPZNKkSamrq0uSHHHEEbnqqqtSKpXy61//OvPmzeuVngAAAAAAAFCJnTboW7t2bb70pS/ltNNOy4oVK7L33ntn/Pjx26y56aabkiQf/ehHM2TIkK2uT58+PUkyZ86cNDU1dZ6fM2dOli1blqqqqkyePHmrugMPPDBHHHFEkuS2227rlZ4AAAAAAABQiZ026Fu+fHluv/32JMmpp56aW2+9NaNGjep2fXNzcx5//PEkyWGHHdblmgMPPDADBw5MuVzOQw891Hn+0UcfTZKMGzcue+yxR5e1hx9+eJJsUVdJTwAAAAAAAKjEThv0lUqlHHPMMbn11ltzwQUXZMCAAdtc//zzz6ejoyNJMnbs2C7XVFVV5W1ve1uSZPHixZ3nlyxZss26JBk9enSSZMWKFWlubq64JwAAAAAAAFRipw36xo0bl6uuuioHHHDAdq1/42sxR4wY0e26YcOGJUlWrly5Ve3w4cPftO6NtZX0BAAAAAAAgErU9PUAvWXt2rWdxw0NDd2u23ztjevXrVuXJOnXr1+3dW+8trm2kp491d7enmeeeWaH6/8cGhsbswv9LwXwZ9Hc3Jzly5f39Ri7hMbGxtT19RAABeRZ1Hs2/Z0IgJ7wHOo9jY2Nqe/rIQAKqAjPovb29lRXV3d5bafd0ddT7e3tSZLa2tqUSqVu19XV1W2xPkna2to6a9+s7o21lfQEAAAAAACASuwy26/q6zf9e5XW1taUy+Vug7eWlpYkW4Z6m3fctba2dnv/zXVvrK2kZ09VV1dn//333+H6P5d1r7W8+SIAOvXv378Qf74XRduGVX09AkDheBb1rlebd/xNLgB/iTyHelf7Os8hgJ6yaDxlAAAdJ0lEQVQqwrNowYIF3V7bZXb07bbbbp3HGzdu7Hbdhg0bkiQDBgzYqnbzta6sX7++83hzbSU9AQAAAAAAoBK7TNC31157dR43NTV1u+6ll15KkgwbNqzz3IgRI7a7rlQq5S1veUvFPQEAAAAAAKASu0zQN3r06NTUbHoT6fPPP9/lmo6OjrzwwgtJkn333bfz/ObjpUuXdnv/ZcuWJUlGjhyZfv36VdwTAAAAAAAAKrHLBH21tbV597vfnSR55JFHulzzxBNPZO3aTe+pfu9739t5fsKECUmSp556Kq+99lqXtXPmzNlibaU9AQAAAAAAoBK7TNCXJMcff3yS5JZbbsmqVau2uj5r1qwkyZFHHplRo0Z1nh8/fnyGDh2atra2XHfddVvVPfnkk3nooYeSJJ/4xCd6pScAAAAAAABUYpcK+k466aTsvffeWbNmTaZMmZKnn346SbJmzZp84xvfyK9+9avU1NTkc5/73BZ11dXVOfvss5MkV199da655pps3LgxSfLwww/nrLPOSrlczvvf//4cdNBBvdITAAAAAAAAKlHT1wP0prq6usycOTOTJ0/OokWLcuKJJ2bgwIFZt25dOjo6kiTf+ta3cvDBB29V+/GPfzwLFizIT3/601x66aWZOXNmamtr09zcnCTZb7/98p3vfKdXewIAAAAAAMCO2qV29CXJuHHjcscdd+T000/PyJEjs2HDhgwYMCBHHnlkfvjDH+bkk0/usq5UKuWiiy7K5ZdfngkTJqShoSGtra0ZPXp0pk+fnhtvvDEDBw7s1Z4AAAAAAACwo0rlcrnc10OwbQsWLEiSQuwKXPlaS2Y/vaavxwAohKPGDcrQ3ev6eoxdStuqP2Ttf/28r8cAKIwBEyamZg/fEu9NLzY35Y4Vv+rrMQAK4cMjj8lb+w/r6zF2Ke0rm7J+9q/7egyAwuh31NGpHrrzP4u2lRPtcjv6AAAAAAAA4C+BoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAAUk6AMAAAAAAIACEvQBAAAAAABAAQn6AAAAAAAAoIAEfQAAAAAAAFBAgj4AAAAAAAAoIEEfAAAAAAAAFJCgDwAAAAAAAApI0AcAAAAAAAAFJOgDAAAAAACAAhL0AQAAAAAAQAEJ+gAAAAAAAKCABH0AAAAAAABQQII+AAAAAAAAKCBBHwAAAAAAABSQoA8AAAAAAAAKSNAHAAAAAAAABSToAwAAAAAAgAIS9AEAAAAAAEABCfoAAAAAAACggAR9AAAAAAAAUECCPgAAAAAAACggQR8AAAAAAAAUkKAPAAAAAAAACkjQBwAAAAAAAP9fe/ceZGV5mAH82WVvXM0NsYCpQRG8kFhTtjGgRCeptMZETU01IgQIpnVkxqYxYkzIJMZG0mK0UKMkIFMVA8x4QUtBpY4ZbpbAYoRIQHQRMQFMIrdl2V3Y/sFwJgRwakBOzu7v99fZ873v+Z7zMXDm7MP7vSVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACVI0QcAAAAAAAAlSNEHAAAAAAAAJUjRBwAAAAAAACWootgB2pK5c+fmoYceyksvvZR9+/ald+/e+du//duMGjUqNTU1xY4HAAAAAABAG2JF3zEyYcKE/NM//VN+9rOfpampKWVlZVm3bl3uvvvuXHnllXnrrbeKHREAAAAAAIA2RNF3DMyZMyfTpk1Lhw4d8s1vfjMrVqxIXV1dpk6dmu7du2ft2rUZN25csWMCAAAAAADQhij6jtLevXszefLkJMmYMWMybNiwVFVVJUkGDx6cH/7whykrK8uzzz6bFStWFDMqAAAAAAAAbYii7ygtXrw4GzZsSHl5eUaMGHHI8QEDBmTw4MFJkscee+x4xwMAAAAAAKCNUvQdpeeffz5J0r9//7zvfe877JiPf/zjSZKFCxcet1wAAAAAAAC0bYq+o/Tyyy8nSfr06XPEMaecckqSZNOmTWloaDgesQAAAAAAAGjjFH1HacuWLUmSHj16HHHMiSeeWHi8devWdz0TAAAAAAAAbV9FsQOUul27diVJOnbseMQxv39s586d7/gce/fuTZIsX778Hc89nsrLy5OUpU9la7GjAJSE19dvyutpzb59+4odpU0oLy9PWZLWHoOKHQWgZJRt2JrWDVt9Fh0j+78TJQNzepGTAJSGzb/clM3Z5HPoGCl8J+rTt9hRAEpG2eub0vp6aX8WKfqOUktLS5KksrLyiGOqqqoKjw+Udn+MDh06/NFzj6eylBU7AkAJKSuZf99Lhc8hgHemLKXzXaNU+CwCeGd8Dh1bZWU+hwDeiVL4TvR23ZKi7yjV1NQkSZqbm484pqmpqfD47QrBI/noRz/6zoMBAAAAAADQptmj7yh17tw5SdLY2HjEMbt37y487tKly7ueCQAAAAAAgLZP0XeUTjrppCTJli1bjjhm8+bNSfYvm//ABz5wXHIBAAAAAADQtin6jtJpp52WJKmvrz/imA0bNiRJevXqlY4dOx6PWAAAAAAAALRxir6jVFtbmyT5xS9+ke3btx92zOLFiw8aCwAAAAAAAEdL0XeUBg4cmO7du6elpSXTpk075PiqVauycOHCJMlVV111vOMBAAAAAADQRin6jlKHDh1y4403Jknuu+++TJkyJXv27EmSLFmyJP/4j/+Y1tbWfOITn8hHPvKRYkYFAAAAAACgDSlrbW1tLXaIUtfa2ppvfvObmT17dpKksrIylZWVaWhoSJKcfvrpmTFjRrp27VrMmAAAAAAAALQhir5jaO7cuXn44Yfz0ksvpbGxMb169crQoUMzZsyYdOnSpdjxAAAAAAAAaEMUfQAAAAAAAFCC7NEHAAAAAAAAJUjRBwAAAAAAACVI0Qe0G6+++mo+/OEPZ/To0cWOAkA7sGPHjtxzzz254oorcu655+bss8/ORRddlFtuuSVr164tdjwA2rhdu3Zl8uTJufTSS/PhD384tbW1ufrqqzN79uzs27ev2PEAaKe+//3vp1+/fn4/B8dQRbEDABwPO3fuzD//8z9nz549xY4CQDtQX1+fUaNGZdOmTUmS6urqVFRUZNOmTXnkkUfyxBNP5Pbbb89nP/vZIicFoC3avHlzhg8fnvr6+iRJVVVVGhoasmLFiqxYsSKPP/54pkyZkk6dOhU3KADtyrJly3L//fcXOwa0OVb0AW3eW2+9leuuuy6rV68udhQA2oGWlpZcf/312bRpU3r37p1p06Zl5cqVqaury5w5c1JbW5vm5ubceuutPpsAOOZaW1tz4403pr6+Pt27d8+9996burq61NXV5e67784JJ5yQZcuW5bbbbit2VADakZ07d+bmm2+2qhzeBYo+oE2rq6vLFVdckeXLlxc7CgDtxLx587J+/fp06NAhkydPzqBBg1JeXp6ysrL069cvP/7xj9OnT580NzfnvvvuK3ZcANqYpUuXZsWKFUmSO++8MxdeeGEqKipSWVmZoUOH5tZbb02SzJkzJ1u3bi1mVADakdtuuy2bNm1KTU1NsaNAm6PoA9qknTt35qabbsrVV1+dTZs25c///M8zcODAYscCoB147rnnkiR/9Vd/lTPOOOOQ49XV1YVbdi5btuy4ZgOg7VuyZEmSpG/fvqmtrT3k+Cc+8Ykk+1egv/TSS8czGgDt1Pz58/PYY49lwIAB+dSnPlXsONDmKPqANmnjxo2ZM2dOkuTv//7v88gjj6R3795FTgVAe3DmmWfm4osvzgUXXHDEMd27d0+y/z+mAMCx9JWvfCU//elPc/fddx/2+N69ewuPKysrj1csANqpLVu2ZPz48ampqcmECRNSUVFR7EjQ5vhbBbRJZWVlueiiizJ27NiceeaZxY4DQDsycuTIjBw58m3HHLil2kknnXQ8IgHQzvTo0SM9evQ47LFZs2YlSbp27ZoBAwYcz1gAtEO33HJL3nrrrXz961/PqaeeWuw40CYp+oA2qX///vnhD39Y7BgAcIiNGzfmySefTJIMGTKkyGkAaA92796dl19+OTNmzMijjz6aJPna176WLl26FDkZAG3Zgw8+mIULF6a2tjbDhw8vdhxosxR9AABwnOzZsydf+cpX0tjYmOrq6owaNarYkQBo437+85/nyiuvLPxcWVmZCRMm5JJLLiliKgDauvXr1+df//Vf07lz59xxxx0pKysrdiRos+zRBwAAx0FTU1PGjh2bn//850mSb3zjG+nZs2eRUwHQ1r3xxhupqqpKp06dkiTNzc25/fbbM3v27CInA6Ctam5uzte+9rU0Njbm61//enr16lXsSNCmKfoAAOBdtmvXrnz5y1/Oc889l2T/Pn6f//zni5wKgPbgggsuyMqVK7NixYrMnz8/f/3Xf53f/OY3+cY3vpHHHnus2PEAaIMmT56cVatW5cILL8zf/d3fFTsOtHmKPgAAeBdt2bIlw4YNy+LFi5MkI0aMyLhx44qcCoD2olOnTunQoUPKyspyyimnZNKkSfnkJz+ZJLnrrrvS2tpa5IQAtCV1dXX50Y9+lPe+97357ne/W+w40C7Yow8AAN4lL7/8csaMGZM33ngjSTJ27NjccMMNRU4FQHs3YsSIPPPMM/nVr36VLVu2pEePHsWOBEAbMWvWrOzduzcNDQ357Gc/e8jxHTt2JEmef/75DBo0KEkyadKknHvuucc1J7Qlij4AAHgXrFy5Mtddd122bduWDh06ZPz48bnqqquKHQuANq6+vj4bNmxIz54907dv38OO6d69e+Hx7373O0UfAMfMgZXie/bsyZ49e444rrm5OW+++WbhMfDHU/QBAMAxtmbNmkLJV11dnTvvvLNwmzQAeDeNGzcudXV1+fSnP52JEycedsz69euTJOXl5TnppJOOZzwA2rg77rgjd9xxxxGPjxs3Lo8++mgGDx6cqVOnHsdk0HbZow8AAI6hXbt2ZezYsdm2bVtqamoyZcoUJR8Ax80FF1yQJHnqqafy2muvHXK8qakp9957b5KktrY273nPe45rPgAAji1FHwAAHEP33ntv4Rer3/rWt/Kxj32syIkAaE+GDRuWE088MU1NTRk9enQWLlyYlpaWJMlLL72U0aNH58UXX0x1dXVuvvnmIqcFAOBouXUnAAAcI01NTZkxY0aSpKysLBMnTjzibdMOWLRo0fGIBkA70a1bt/zoRz/KmDFj8tprr2X06NGprKxMVVVVdu3alSTp2rVrJk6cmDPPPLPIaQEAOFqKPgAAOEbWrl2bnTt3Jtm/Cf2BzeUB4Hjq379/5syZk+nTp2fBggV57bXXsnfv3px22mkZMmRIRowYkR49ehQ7JgAAx0BZa2tra7FDAAAAAAAAAO+MPfoAAAAAAACgBCn6AAAAAAAAoAQp+gAAAAAAAKAEKfoAAAAAAACgBCn6AAAAAAAAoAQp+gAAAAAAAKAEKfoAAAAAAACgBCn6AAAAAAAAoAQp+gAAAAAAAKAEKfoAAAAAAACgBCn6AAAAAAAAoAQp+gAAAAAAAKAEKfoAAAAAAACgBFUUOwAAAAB/GrZv3577778/CxYsyIYNG5IkH/jAB/KXf/mXufbaa3P22WcfMmfPnj2ZMWNG5s6dm1deeSXNzc056aSTMmjQoIwaNSonn3zyYc+1e/fuzJ49O//zP/+TdevWZdu2bamurk7Pnj0zZMiQjBgxIt27dz9k3quvvpqpU6dmyZIl2bx5c6qqqtKrV68MHjw4X/ziF9OjR4/Dnm/9+vWZPn16YV51dXVOO+20DB06NFdffXWqq6sPGv/8889n+PDh+eAHP5inn3468+bNy0MPPZQ1a9akqakpH/rQh/KZz3wmw4YNS1VV1Tu91AAAAMdEWWtra2uxQwAAAFBcv/vd73LVVVelvr4+SVJZWZnq6urs3LkzSVJeXp7vfe97ueyyywpz3njjjXzpS1/K+vXrDzunpqYmEyZMyNChQw8618aNGzNy5Mhs3LgxSVJRUZGamprCvCTp3r17Zs2alZ49exaeq6ury6hRo9LQ0JAk6dSpU/bt25fGxsYkyQknnJD//M//TP/+/Q8638yZM3Pbbbelubk5SdK1a9c0NjYWfu7bt2+mTJly0Ll+v+i76KKLMn369CRJ586d09DQkANfpQcNGpSpU6emrKzsHV1vAACAY8GtOwEAAMjkyZNTX1+fXr16ZebMmXnxxRezfPnyLFiwIIMHD86+ffvy3e9+N7t27UqyfyXfP/zDP2T9+vWpra3NzJkzs3LlyixfvjxPP/10Pv3pT6exsTFf/epXs3r16oPOdfPNN2fjxo3p06dPHn744axatSrLly/PsmXLctNNN6W8vDxbt27NlClTDpo3fvz4NDQ05Pzzz8+CBQtSV1eXF154IT/5yU/Su3fvbNu2Ld/73vcOmvPcc8/lW9/6Vpqbm3PhhRdm3rx5+dnPfpa6urrcdddded/73pd169bly1/+cvbs2XPIdXn99dczffr0XHbZZXn22WezYsWKLF26NFdccUWSZNGiRXn66aeP5R8FAADA/5uiDwAAgCxdujRJMmLEiJxzzjmFFWq9e/fOD37wg1RVVaWmpibr1q1LksyePTu//OUvc8455+T+++/POeeck4qK/btDfPCDH8zEiRNz4YUXprm5OXfffXfhPGvXrs3y5cuTJHfeeWfOPffcwrm6deuWL33pS7n44ouTJCtXrizM++1vf5u1a9cmSb761a+md+/ehWN/8Rd/kfHjx6eioiK//vWv09TUlCRpbW3NhAkT0tramvPOOy/33HNPPvShDyXZv/rwb/7mbzJ16tRUVlZm7dq1mTVr1iHXZd++ffnUpz6VCRMmFFb8vec978l3vvOdnHjiiUmShQsX/vEXHgAA4Cgo+gAAAEjnzp2TJM8888xBt9BM9hdwy5cvz8KFC3POOeckSZ544okkyeWXX14o+P7Q5z//+STJ4sWLs3v37iRJz5498+CDD+auu+7KGWeccdh5p512WpIUVg8mSceOHVNevv8r7OOPP559+/YdNOf888/PCy+8kPnz5xf2zFu7dm3htqJjx44tzP99Z555ZqFYPPCe/tCB1Xu/r7KysrBn4ZtvvnnYeQAAAO+2w38bAwAAoF257LLL8sILL+R///d/M2TIkAwaNCjnn39+Bg8enD/7sz8rlGdJ0tLSUrgd58SJEzNp0qTDvmZLS0uSpLm5Oa+99lr69euXLl26ZODAgQeN27VrVzZu3JhXXnklL774YuFWmHv37i2M6dixYy6++OL893//d6ZNm5a5c+dmyJAhGTx4cM4777x07dr1kCLvxRdfTLJ/r8ADBeXhnHfeeXnyySezevXqtLa2HrLfXp8+fQ47r2vXroX3BwAAUAyKPgAAAPKFL3whW7ZsyY9//OPs3Lkz8+fPz/z585Mk/fv3zyWXXJIvfOEL6dKlS7Zt21Yot7Zv3/7/ev0/HLds2bI88MADqaury5YtWw46driVd0ly2223pampKQsWLMivf/3rzJw5MzNnzkxFRUUGDhyYyy+/PJdeemlh/m9/+9skyfvf//506NDhiNl69OiRZH8xuX379pxwwgkHHe/UqdNh5x04zx+uLgQAADheFH0AAAAkSW688cZcc801mT9/fp599tksX748u3fvzpo1a7JmzZo8/PDDmTFjxkGl2QMPPJDa2tp3dJ5bbrkljzzySJL9t8A8/fTTc+qpp6Zfv34599xzs3z58oP29Tuga9euueeee7Ju3brMmzcvP/3pT7Nq1aq0tLRkyZIlWbJkSR5//PHcd999qays/H/n+f2i7g9X8x3pOQAAgD8Fij4AAAAKunfvnmHDhmXYsGFpamrKihUrMnfu3MyaNStvvPFG/v3f/z3f/va3U15enn379uVXv/rVO3r9//qv/8ojjzySsrKy3HDDDRk5cmRhf8ADFi1a9Lav0bdv3/Tt2zdjx47N9u3bs3jx4vzkJz/JkiVLsmjRojz55JO5/PLL8973vjdJ8pvf/CZ79+494qq+AysKq6qq0qVLl3f0fgAAAIrp8PdDAQAAoN3YsWNHHnzwwXz729/O1q1bC89XVVXlYx/7WL7zne/kc5/7XJL9+95VVVWlb9++Sd6+lJs1a1Y++clPZtSoUWloaEiSwu1AP/7xj+eGG244pORLkpdffjlJ0traWnju1VdfzZQpUzJhwoSDxnbr1i1Dhw7N1KlTc8oppxQyJsmAAQOSJI2NjamrqztiziVLliTZXyAe6bahAAAAf4p8gwEAAGjnKioq8v3vfz8zZszIk08++bZju3XrliS55JJLkiRz587N6tWrDxm3Y8eOTJkyJRs3bkx5eXlhn7sDhd+R9rV74YUX8txzzyVJYR/AJNm8eXMmTpyYadOmZdWqVYfM+/2C7kDGfv365dRTT02STJo06bDn/MUvfpGnnnoqSXLxxRe/3VsHAAD4k6PoAwAAaOc6duyYyy67LEnygx/8ILNmzUpjY2OS/avhHnrooTz66KNJkksvvTRJcs011+Tkk09Oc3NzRo8enblz5xaKuTVr1mTMmDHZuHFjKisrc/311xfO9ZGPfCTJ/lV006dPT1NTU5Jk+/bteeCBBzJy5Mi0tLQUzn1AbW1tobS78cYbs3jx4sK4N998M+PHj099fX3Ky8sLJWRZWVluuummlJWVZenSpbn++utTX1+fJGlpacm8efMyevToNDc3p2/fvhkxYsQxvrIAAADvrrLW378XCgAAAO3S9u3bc+2112bNmjVJ9pdkXbt2zY4dOwq30Lzkkkvyb//2b4XVc+vXr891112X119/PUlSWVmZysrKwqq9Dh065F/+5V8KJWKSbNu2LVdeeWU2bNiQZP9KvM6dO2fHjh1J9q8uvPTSSwvF4rJlywor9FavXp0vfvGL2b59e2FsTU1Ndu7cWXitW2+9NcOGDTvovT300EO5/fbbs3fv3iT7V/w1NjYWSsYzzjgjkyZNysknn1yY8/zzz2f48OFJkoULF6Z79+6HXLNx48bl0UcfzeDBgzN16tR3eskBAACOWkWxAwAAAFB83bp1y8yZM/Pggw/mqaeeyvr169PQ0JD3v//9Oeuss/K5z33ukFtbnnrqqZkzZ05mzJiRp59+Oq+88koaGxvTo0ePDBw4MKNGjcpZZ5110JwTTjghM2fOzH/8x3/k2WefzebNm9Pc3JxTTjklH/3oRzN8+PD07ds3CxYsyPbt2/PMM8/kiiuuSJKcddZZeeKJJzJt2rQsWrQomzZtyp49e9KzZ8/U1tbm2muvzdlnn33Ie7vmmmtSW1ub+++/P0uXLs2WLVvSpUuXDBgwIJ/5zGdy+eWXp7q6+t27uAAAAO8SK/oAAAAAAACgBNmjDwAAAAAAAEqQog8AAAAAAABKkKIPAAAAAAAASpCiDwAAAAAAAEqQog8AAAAAAABKkKIPAAAAAAAASpCiDwAAAAAAAEqQog8AAAAAAABKkKIPAAAAAAAASpCiDwAAAAAAAEqQog8AAAAAAABK0P8BpmyLlbTOFhMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['season','cnt']],x=\"season\",y=\"cnt\" )\n",
    "ax.set(title=\"seasonly distribute of count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###3.4月份与骑行量的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'monthly distribution of counts')]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth','cnt']],\n",
    "          x=\"mnth\",y=\"cnt\")\n",
    "ax.set(title=\"monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###3.5天气和骑行量的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit','cnt']],\n",
    "          x=\"weathersit\",y=\"cnt\")\n",
    "ax.set(title=\"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###3.6工作日和节假日的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18a60cf3048>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train,x=\"holiday\",y=\"cnt\",ax=ax1)\n",
    "sn.barplot(data=train,x=\"workingday\",y=\"cnt\",ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###3.7数值型特征和y之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18a63bdbf48>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\"hum\",\"windspeed\",\"casual\",\"registered\",\"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt,mask=mask,vmax=.8,square=True,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season_1</th>\n",
       "      <th>season_2</th>\n",
       "      <th>season_3</th>\n",
       "      <th>season_4</th>\n",
       "      <th>mnth_1</th>\n",
       "      <th>mnth_2</th>\n",
       "      <th>mnth_3</th>\n",
       "      <th>mnth_4</th>\n",
       "      <th>mnth_5</th>\n",
       "      <th>mnth_6</th>\n",
       "      <th>...</th>\n",
       "      <th>weathersit_1</th>\n",
       "      <th>weathersit_2</th>\n",
       "      <th>weathersit_3</th>\n",
       "      <th>weekday_0</th>\n",
       "      <th>weekday_1</th>\n",
       "      <th>weekday_2</th>\n",
       "      <th>weekday_3</th>\n",
       "      <th>weekday_4</th>\n",
       "      <th>weekday_5</th>\n",
       "      <th>weekday_6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   season_1  season_2  season_3  season_4  mnth_1  mnth_2  mnth_3  mnth_4  \\\n",
       "0         1         0         0         0       1       0       0       0   \n",
       "1         1         0         0         0       1       0       0       0   \n",
       "2         1         0         0         0       1       0       0       0   \n",
       "3         1         0         0         0       1       0       0       0   \n",
       "4         1         0         0         0       1       0       0       0   \n",
       "\n",
       "   mnth_5  mnth_6  ...  weathersit_1  weathersit_2  weathersit_3  weekday_0  \\\n",
       "0       0       0  ...             0             1             0          0   \n",
       "1       0       0  ...             0             1             0          1   \n",
       "2       0       0  ...             1             0             0          0   \n",
       "3       0       0  ...             1             0             0          0   \n",
       "4       0       0  ...             1             0             0          0   \n",
       "\n",
       "   weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  weekday_6  \n",
       "0          0          0          0          0          0          1  \n",
       "1          0          0          0          0          0          0  \n",
       "2          1          0          0          0          0          0  \n",
       "3          0          1          0          0          0          0  \n",
       "4          0          0          1          0          0          0  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对类别型特征，观察其取值范围及直方图\n",
    "categorical_feature = ['season','mnth','weathersit','weekday']\n",
    "\n",
    "#数据类型变为object，才能get_dummise处理\n",
    "for col in categorical_features:\n",
    "    train[col] = train[col].astype(\"object\")\n",
    "    \n",
    "x_train_cat = train[categorical_features]\n",
    "x_train_cat = pd.get_dummies(x_train_cat)\n",
    "x_train_cat.head()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
